library(Seurat)
Registered S3 method overwritten by 'data.table':
method from
print.data.table
Registered S3 method overwritten by 'htmlwidgets':
method from
print.htmlwidget tools:rstudio
Attaching SeuratObject
library(SeuratDisk)
Registered S3 method overwritten by 'SeuratDisk':
method from
as.sparse.H5Group Seurat
library(reticulate)
Warning: package ‘reticulate’ was built under R version 4.3.1
library(scrubletR)
library(ggplot2)
library(patchwork)
library(dplyr)
Attaching package: ‘dplyr’
The following objects are masked from ‘package:stats’:
filter, lag
The following objects are masked from ‘package:base’:
intersect, setdiff, setequal, union
library(data.table)
data.table 1.14.8 using 4 threads (see ?getDTthreads). Latest news: r-datatable.com
Attaching package: ‘data.table’
The following objects are masked from ‘package:dplyr’:
between, first, last
library(clustree)
Warning: package ‘clustree’ was built under R version 4.3.1Loading required package: ggraph
Warning: package ‘ggraph’ was built under R version 4.3.1
library(reshape2)
Attaching package: ‘reshape2’
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dcast, melt
library(tidyr)
Attaching package: ‘tidyr’
The following object is masked from ‘package:reshape2’:
smiths
library(tidyverse)
Warning: package ‘tidyverse’ was built under R version 4.3.1Warning: package ‘readr’ was built under R version 4.3.1Warning: package ‘stringr’ was built under R version 4.3.1Warning: package ‘forcats’ was built under R version 4.3.1Warning: package ‘lubridate’ was built under R version 4.3.1-- Attaching core tidyverse packages --------------------------------------------------------------------------------------------------------------------------------------------- tidyverse 2.0.0 --
v forcats 1.0.0 v readr 2.1.4
v lubridate 1.9.2 v stringr 1.5.0
v purrr 1.0.1 v tibble 3.2.1-- Conflicts --------------------------------------------------------------------------------------------------------------------------------------------------------------- tidyverse_conflicts() --
x data.table::between() masks dplyr::between()
x dplyr::filter() masks stats::filter()
x data.table::first() masks dplyr::first()
x lubridate::hour() masks data.table::hour()
x lubridate::isoweek() masks data.table::isoweek()
x dplyr::lag() masks stats::lag()
x data.table::last() masks dplyr::last()
x lubridate::mday() masks data.table::mday()
x lubridate::minute() masks data.table::minute()
x lubridate::month() masks data.table::month()
x lubridate::quarter() masks data.table::quarter()
x lubridate::second() masks data.table::second()
x purrr::transpose() masks data.table::transpose()
x lubridate::wday() masks data.table::wday()
x lubridate::week() masks data.table::week()
x lubridate::yday() masks data.table::yday()
x lubridate::year() masks data.table::year()
i Use the ]8;;http://conflicted.r-lib.org/conflicted package]8;; to force all conflicts to become errors
source("C:/Ryan/GitHub/trachtenberg-lab/transcriptomics/tools/seurat_functions.R")
source("C:/Ryan/GitHub/trachtenberg-lab/transcriptomics/xgboost/xgboost_train.R")
source("C:/Ryan/GitHub/trachtenberg-lab/transcriptomics/xgboost/plottingFxns.R")
obj.opossum.glutamatergic <- readRDS("E:/Transcriptomics_V1/Opossum/seurat/opossum_v1_glutamatergic.rds")
obj.opossum.glutamatergic <- ClusterSCT(obj.opossum.glutamatergic, c(0.1))
Warning: The default method for RunUMAP has changed from calling Python UMAP via reticulate to the R-native UWOT using the cosine metric
To use Python UMAP via reticulate, set umap.method to 'umap-learn' and metric to 'correlation'
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PlotClusters(obj.opossum.glutamatergic, group.id = "SCT_snn_res.0.1")
`summarise()` has grouped output by 'active.ident'. You can override using the `.groups` argument.Scale for x is already present.
Adding another scale for x, which will replace the existing scale.Scale for y is already present.
Adding another scale for y, which will replace the existing scale.Scale for x is already present.
Adding another scale for x, which will replace the existing scale.Scale for y is already present.
Adding another scale for y, which will replace the existing scale.









canon.markers <- list(
class = c("Slc17a6", "Slc17a7", "Sv2b"),
L23 = c("Cux2", "Ccbe1", "Mdga1", "Stard8"),
L4 = c("Whrn", "Rorb"),
L5IT = c("Bcl11b"),
L5NP = c("Nxph1", "Tshz2", "Trhr", "Slc17a8"),
L5PT = c("Bcl6", "Erg", "Reln"),
L6CT = c("Foxp2", "Syt6"),
L6IT = c("Zfp804b", "Cdh9"),
L6b = c("Ctgf", "Inpp4b", "Svil")
)
# look for canonical markers
DefaultAssay(obj.opossum.glutamatergic) <- "RNA"
Idents(obj.opossum.glutamatergic) <- "SCT_snn_res.0.1"
PlotFeatures(obj.opossum.glutamatergic, canon.markers)
Scale for x is already present.
Adding another scale for x, which will replace the existing scale.Scale for y is already present.
Adding another scale for y, which will replace the existing scale.





















DotPlot(obj.opossum.glutamatergic, features = canon.markers, cols = c("lightgrey", "red"), scale = FALSE) +
theme(axis.text.x = element_text(angle = 90, vjust = 0.25)) +
theme(panel.background = element_rect(fill = "white", color = NA), plot.background = element_rect(fill = "white", color = NA)) + NoLegend()
Warning: The following requested variables were not found: Nxph1, Bcl6, CtgfWarning: The `facets` argument of `facet_grid()` is deprecated as of ggplot2 2.2.0.
Please use the `rows` argument instead.

obj.opossum.glutamatergic.prefilt <- obj.opossum.glutamatergic
obj.opossum.glutamatergic <- subset(obj.opossum.glutamatergic, idents = c(19), invert = TRUE)
obj.opossum.glutamatergic <- ClusterSCT(obj.opossum.glutamatergic, c(0.2, 0.5, 1.5))
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PlotClusters(obj.opossum.glutamatergic, group.id = "SCT_snn_res.0.1")
`summarise()` has grouped output by 'active.ident'. You can override using the `.groups` argument.Scale for x is already present.
Adding another scale for x, which will replace the existing scale.Scale for y is already present.
Adding another scale for y, which will replace the existing scale.Scale for x is already present.
Adding another scale for x, which will replace the existing scale.Scale for y is already present.
Adding another scale for y, which will replace the existing scale.









canon.markers <- list(
class = c("Slc17a6", "Slc17a7", "Sv2b"),
L23 = c("Cux2", "Ccbe1", "Mdga1", "Stard8"),
L4 = c("Whrn", "Rorb"),
L5IT = c("Bcl11b"),
L5NP = c("Nxph1", "Tshz2", "Trhr", "Slc17a8"),
L5PT = c("Bcl6", "Erg", "Reln"),
L6CT = c("Foxp2", "Syt6"),
L6IT = c("Zfp804b", "Cdh9"),
L6b = c("Ctgf", "Inpp4b", "Svil")
)
# look for canonical markers
DefaultAssay(obj.opossum.glutamatergic) <- "RNA"
Idents(obj.opossum.glutamatergic) <- "SCT_snn_res.0.1"
PlotFeatures(obj.opossum.glutamatergic, canon.markers)
Scale for x is already present.
Adding another scale for x, which will replace the existing scale.Scale for y is already present.
Adding another scale for y, which will replace the existing scale.





















DotPlot(obj.opossum.glutamatergic, features = canon.markers, cols = c("lightgrey", "red"), scale = FALSE) +
theme(axis.text.x = element_text(angle = 90, vjust = 0.25)) +
theme(panel.background = element_rect(fill = "white", color = NA), plot.background = element_rect(fill = "white", color = NA)) + NoLegend()
Warning: The following requested variables were not found: Nxph1, Bcl6, Ctgf

PlotClusters(obj.opossum.glutamatergic, group.id = "SCT_snn_res.0.2")
`summarise()` has grouped output by 'active.ident'. You can override using the `.groups` argument.Scale for x is already present.
Adding another scale for x, which will replace the existing scale.Scale for y is already present.
Adding another scale for y, which will replace the existing scale.Scale for x is already present.
Adding another scale for x, which will replace the existing scale.Scale for y is already present.
Adding another scale for y, which will replace the existing scale.









PlotClusters(obj.opossum.glutamatergic, group.id = "SCT_snn_res.0.5")
`summarise()` has grouped output by 'active.ident'. You can override using the `.groups` argument.Scale for x is already present.
Adding another scale for x, which will replace the existing scale.Scale for y is already present.
Adding another scale for y, which will replace the existing scale.Scale for x is already present.
Adding another scale for x, which will replace the existing scale.Scale for y is already present.
Adding another scale for y, which will replace the existing scale.









PlotClusters(obj.opossum.glutamatergic, group.id = "SCT_snn_res.1.5")
`summarise()` has grouped output by 'active.ident'. You can override using the `.groups` argument.Scale for x is already present.
Adding another scale for x, which will replace the existing scale.Scale for y is already present.
Adding another scale for y, which will replace the existing scale.Scale for x is already present.
Adding another scale for x, which will replace the existing scale.Scale for y is already present.
Adding another scale for y, which will replace the existing scale.









clustree(obj.opossum.glutamatergic, prefix = "SCT_snn_res.")

# identify subclasses at each clustering resolution
# do differential expression for clusters within each subclass
# generate plots of top genes for each
subclass.idx.opossum <- list()
subclass.idx.opossum$SCT_snn_res.0.2$IT_A <- c("1", "2")
subclass.idx.opossum$SCT_snn_res.0.5$IT_A <- c("2", "3", "4", "6", "10")
subclass.idx.opossum$SCT_snn_res.1.5$IT_A <- c("1", "2", "5", "9", "10", "11", "12", "13", "14", "16", "23")
subclass.idx.opossum$SCT_snn_res.0.2$IT_B <- c("4")
subclass.idx.opossum$SCT_snn_res.0.5$IT_B <- c("7", "8")
subclass.idx.opossum$SCT_snn_res.1.5$IT_B <- c("3", "15", "24")
subclass.idx.opossum$SCT_snn_res.0.2$IT_C <- c("5")
subclass.idx.opossum$SCT_snn_res.0.5$IT_C <- c("5")
subclass.idx.opossum$SCT_snn_res.1.5$IT_C <- c("6", "19")
subclass.idx.opossum$SCT_snn_res.0.2$IT_D <- c("7")
subclass.idx.opossum$SCT_snn_res.0.5$IT_D <- c("12")
subclass.idx.opossum$SCT_snn_res.1.5$IT_D <- c("22")
subclass.idx.opossum$SCT_snn_res.0.2$L5PT <- c("6")
subclass.idx.opossum$SCT_snn_res.0.5$L5PT <- c("9")
subclass.idx.opossum$SCT_snn_res.1.5$L5PT <- c("18", "21")
subclass.idx.opossum$SCT_snn_res.0.5$L5NP <- c("11")
subclass.idx.opossum$SCT_snn_res.1.5$L5NP <- c("17")
subclass.idx.opossum$SCT_snn_res.0.2$L6CT <- c("3")
subclass.idx.opossum$SCT_snn_res.0.5$L6CT <- c("1")
subclass.idx.opossum$SCT_snn_res.1.5$L6CT <- c("4", "7", "8", "20")
subclass.idx.opossum$SCT_snn_res.0.5$L6b <- c("13")
subclass.idx.opossum$SCT_snn_res.1.5$L6b <- c("25")
obj.opossum.glutamatergic <- SubclassByIdent(obj.opossum.glutamatergic, subclass.idx.opossum)
subclass.labels <- c("IT_A", "IT_B", "IT_C", "IT_D", "L5PT", "L6CT")
ident.labels <- c("SCT_snn_res.0.2", "SCT_snn_res.0.5", "SCT_snn_res.1.5")
markers.opossum.glutamatergic <- IdentMarkerDict(obj.opossum.glutamatergic, subclass.labels, ident.labels,
"E:/Transcriptomics_V1/Opossum/seurat/marker_genes/Glutamatergic/markerdict_clusters.rds")
Calculating cluster 2
For a more efficient implementation of the Wilcoxon Rank Sum Test,
(default method for FindMarkers) please install the limma package
--------------------------------------------
install.packages('BiocManager')
BiocManager::install('limma')
--------------------------------------------
After installation of limma, Seurat will automatically use the more
efficient implementation (no further action necessary).
This message will be shown once per session
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Calculating cluster 6
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Calculating cluster 5
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Calculating cluster 9
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Calculating cluster 11
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Calculating cluster 12
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|++++++++++ | 18% ~14s
|++++++++++ | 19% ~14s
|+++++++++++ | 20% ~14s
|+++++++++++ | 21% ~13s
|++++++++++++ | 22% ~13s
|++++++++++++ | 23% ~13s
|+++++++++++++ | 24% ~13s
|+++++++++++++ | 25% ~13s
|++++++++++++++ | 26% ~12s
|++++++++++++++ | 27% ~12s
|+++++++++++++++ | 28% ~12s
|+++++++++++++++ | 29% ~12s
|++++++++++++++++ | 30% ~12s
|++++++++++++++++ | 31% ~11s
|+++++++++++++++++ | 32% ~11s
|+++++++++++++++++ | 33% ~11s
|++++++++++++++++++ | 34% ~11s
|++++++++++++++++++ | 35% ~11s
|+++++++++++++++++++ | 36% ~11s
|+++++++++++++++++++ | 37% ~10s
|++++++++++++++++++++ | 38% ~10s
|++++++++++++++++++++ | 39% ~10s
|+++++++++++++++++++++ | 40% ~10s
|+++++++++++++++++++++ | 41% ~10s
|++++++++++++++++++++++ | 42% ~10s
|++++++++++++++++++++++ | 43% ~09s
|+++++++++++++++++++++++ | 44% ~09s
|+++++++++++++++++++++++ | 45% ~09s
|++++++++++++++++++++++++ | 46% ~09s
|++++++++++++++++++++++++ | 47% ~09s
|+++++++++++++++++++++++++ | 48% ~08s
|+++++++++++++++++++++++++ | 49% ~08s
|++++++++++++++++++++++++++ | 51% ~08s
|++++++++++++++++++++++++++ | 52% ~08s
|+++++++++++++++++++++++++++ | 53% ~08s
|+++++++++++++++++++++++++++ | 54% ~08s
|++++++++++++++++++++++++++++ | 55% ~08s
|++++++++++++++++++++++++++++ | 56% ~07s
|+++++++++++++++++++++++++++++ | 57% ~07s
|+++++++++++++++++++++++++++++ | 58% ~07s
|++++++++++++++++++++++++++++++ | 59% ~07s
|++++++++++++++++++++++++++++++ | 60% ~07s
|+++++++++++++++++++++++++++++++ | 61% ~06s
|+++++++++++++++++++++++++++++++ | 62% ~06s
|++++++++++++++++++++++++++++++++ | 63% ~06s
|++++++++++++++++++++++++++++++++ | 64% ~06s
|+++++++++++++++++++++++++++++++++ | 65% ~06s
|+++++++++++++++++++++++++++++++++ | 66% ~06s
|++++++++++++++++++++++++++++++++++ | 67% ~05s
|++++++++++++++++++++++++++++++++++ | 68% ~05s
|+++++++++++++++++++++++++++++++++++ | 69% ~05s
|+++++++++++++++++++++++++++++++++++ | 70% ~05s
|++++++++++++++++++++++++++++++++++++ | 71% ~05s
|++++++++++++++++++++++++++++++++++++ | 72% ~05s
|+++++++++++++++++++++++++++++++++++++ | 73% ~04s
|+++++++++++++++++++++++++++++++++++++ | 74% ~04s
|++++++++++++++++++++++++++++++++++++++ | 75% ~04s
|++++++++++++++++++++++++++++++++++++++ | 76% ~04s
|+++++++++++++++++++++++++++++++++++++++ | 77% ~04s
|+++++++++++++++++++++++++++++++++++++++ | 78% ~04s
|++++++++++++++++++++++++++++++++++++++++ | 79% ~04s
|++++++++++++++++++++++++++++++++++++++++ | 80% ~03s
|+++++++++++++++++++++++++++++++++++++++++ | 81% ~03s
|+++++++++++++++++++++++++++++++++++++++++ | 82% ~03s
|++++++++++++++++++++++++++++++++++++++++++ | 83% ~03s
|++++++++++++++++++++++++++++++++++++++++++ | 84% ~03s
|+++++++++++++++++++++++++++++++++++++++++++ | 85% ~02s
|+++++++++++++++++++++++++++++++++++++++++++ | 86% ~02s
|++++++++++++++++++++++++++++++++++++++++++++ | 87% ~02s
|++++++++++++++++++++++++++++++++++++++++++++ | 88% ~02s
|+++++++++++++++++++++++++++++++++++++++++++++ | 89% ~02s
|+++++++++++++++++++++++++++++++++++++++++++++ | 90% ~02s
|++++++++++++++++++++++++++++++++++++++++++++++ | 91% ~01s
|++++++++++++++++++++++++++++++++++++++++++++++ | 92% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++++ | 93% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++++ | 94% ~01s
|++++++++++++++++++++++++++++++++++++++++++++++++ | 95% ~01s
|++++++++++++++++++++++++++++++++++++++++++++++++ | 96% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++++++ | 97% ~00s
|+++++++++++++++++++++++++++++++++++++++++++++++++ | 98% ~00s
|++++++++++++++++++++++++++++++++++++++++++++++++++| 99% ~00s
|++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=26s
Calculating cluster 13
| | 0 % ~calculating
|+ | 1 % ~11s
|++ | 2 % ~12s
|++ | 3 % ~11s
|+++ | 4 % ~10s
|+++ | 5 % ~10s
|++++ | 6 % ~10s
|++++ | 7 % ~10s
|+++++ | 8 % ~10s
|+++++ | 9 % ~09s
|++++++ | 10% ~10s
|++++++ | 11% ~09s
|+++++++ | 12% ~09s
|+++++++ | 13% ~09s
|++++++++ | 14% ~09s
|++++++++ | 15% ~09s
|+++++++++ | 16% ~09s
|+++++++++ | 17% ~09s
|++++++++++ | 18% ~08s
|++++++++++ | 19% ~08s
|+++++++++++ | 20% ~08s
|+++++++++++ | 21% ~08s
|++++++++++++ | 22% ~08s
|++++++++++++ | 23% ~08s
|+++++++++++++ | 24% ~08s
|+++++++++++++ | 26% ~08s
|++++++++++++++ | 27% ~08s
|++++++++++++++ | 28% ~08s
|+++++++++++++++ | 29% ~07s
|+++++++++++++++ | 30% ~07s
|++++++++++++++++ | 31% ~07s
|++++++++++++++++ | 32% ~07s
|+++++++++++++++++ | 33% ~07s
|+++++++++++++++++ | 34% ~07s
|++++++++++++++++++ | 35% ~07s
|++++++++++++++++++ | 36% ~07s
|+++++++++++++++++++ | 37% ~07s
|+++++++++++++++++++ | 38% ~06s
|++++++++++++++++++++ | 39% ~06s
|++++++++++++++++++++ | 40% ~06s
|+++++++++++++++++++++ | 41% ~06s
|+++++++++++++++++++++ | 42% ~06s
|++++++++++++++++++++++ | 43% ~06s
|++++++++++++++++++++++ | 44% ~06s
|+++++++++++++++++++++++ | 45% ~06s
|+++++++++++++++++++++++ | 46% ~06s
|++++++++++++++++++++++++ | 47% ~06s
|++++++++++++++++++++++++ | 48% ~05s
|+++++++++++++++++++++++++ | 49% ~05s
|+++++++++++++++++++++++++ | 50% ~05s
|++++++++++++++++++++++++++ | 51% ~05s
|+++++++++++++++++++++++++++ | 52% ~05s
|+++++++++++++++++++++++++++ | 53% ~05s
|++++++++++++++++++++++++++++ | 54% ~05s
|++++++++++++++++++++++++++++ | 55% ~05s
|+++++++++++++++++++++++++++++ | 56% ~05s
|+++++++++++++++++++++++++++++ | 57% ~04s
|++++++++++++++++++++++++++++++ | 58% ~04s
|++++++++++++++++++++++++++++++ | 59% ~04s
|+++++++++++++++++++++++++++++++ | 60% ~04s
|+++++++++++++++++++++++++++++++ | 61% ~04s
|++++++++++++++++++++++++++++++++ | 62% ~04s
|++++++++++++++++++++++++++++++++ | 63% ~04s
|+++++++++++++++++++++++++++++++++ | 64% ~04s
|+++++++++++++++++++++++++++++++++ | 65% ~04s
|++++++++++++++++++++++++++++++++++ | 66% ~03s
|++++++++++++++++++++++++++++++++++ | 67% ~03s
|+++++++++++++++++++++++++++++++++++ | 68% ~03s
|+++++++++++++++++++++++++++++++++++ | 69% ~03s
|++++++++++++++++++++++++++++++++++++ | 70% ~03s
|++++++++++++++++++++++++++++++++++++ | 71% ~03s
|+++++++++++++++++++++++++++++++++++++ | 72% ~03s
|+++++++++++++++++++++++++++++++++++++ | 73% ~03s
|++++++++++++++++++++++++++++++++++++++ | 74% ~03s
|++++++++++++++++++++++++++++++++++++++ | 76% ~03s
|+++++++++++++++++++++++++++++++++++++++ | 77% ~02s
|+++++++++++++++++++++++++++++++++++++++ | 78% ~02s
|++++++++++++++++++++++++++++++++++++++++ | 79% ~02s
|++++++++++++++++++++++++++++++++++++++++ | 80% ~02s
|+++++++++++++++++++++++++++++++++++++++++ | 81% ~02s
|+++++++++++++++++++++++++++++++++++++++++ | 82% ~02s
|++++++++++++++++++++++++++++++++++++++++++ | 83% ~02s
|++++++++++++++++++++++++++++++++++++++++++ | 84% ~02s
|+++++++++++++++++++++++++++++++++++++++++++ | 85% ~02s
|+++++++++++++++++++++++++++++++++++++++++++ | 86% ~01s
|++++++++++++++++++++++++++++++++++++++++++++ | 87% ~01s
|++++++++++++++++++++++++++++++++++++++++++++ | 88% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++ | 89% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++ | 90% ~01s
|++++++++++++++++++++++++++++++++++++++++++++++ | 91% ~01s
|++++++++++++++++++++++++++++++++++++++++++++++ | 92% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++++ | 93% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++++ | 94% ~01s
|++++++++++++++++++++++++++++++++++++++++++++++++ | 95% ~01s
|++++++++++++++++++++++++++++++++++++++++++++++++ | 96% ~00s
|+++++++++++++++++++++++++++++++++++++++++++++++++ | 97% ~00s
|+++++++++++++++++++++++++++++++++++++++++++++++++ | 98% ~00s
|++++++++++++++++++++++++++++++++++++++++++++++++++| 99% ~00s
|++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=10s
Calculating cluster 16
| | 0 % ~calculating
|+ | 1 % ~19s
|++ | 2 % ~20s
|++ | 3 % ~19s
|+++ | 4 % ~20s
|+++ | 5 % ~19s
|++++ | 6 % ~19s
|++++ | 7 % ~18s
|+++++ | 8 % ~18s
|+++++ | 9 % ~18s
|++++++ | 10% ~18s
|++++++ | 11% ~18s
|+++++++ | 12% ~18s
|+++++++ | 13% ~17s
|++++++++ | 14% ~17s
|++++++++ | 15% ~17s
|+++++++++ | 16% ~17s
|+++++++++ | 17% ~17s
|++++++++++ | 18% ~16s
|++++++++++ | 19% ~16s
|+++++++++++ | 20% ~16s
|+++++++++++ | 21% ~01m 14s
|++++++++++++ | 22% ~01m 11s
|++++++++++++ | 23% ~01m 07s
|+++++++++++++ | 24% ~01m 04s
|+++++++++++++ | 26% ~01m 02s
|++++++++++++++ | 27% ~59s
|++++++++++++++ | 28% ~57s
|+++++++++++++++ | 29% ~55s
|+++++++++++++++ | 30% ~53s
|++++++++++++++++ | 31% ~51s
|++++++++++++++++ | 32% ~49s
|+++++++++++++++++ | 33% ~47s
|+++++++++++++++++ | 34% ~46s
|++++++++++++++++++ | 35% ~44s
|++++++++++++++++++ | 36% ~43s
|+++++++++++++++++++ | 37% ~41s
|+++++++++++++++++++ | 38% ~40s
|++++++++++++++++++++ | 39% ~39s
|++++++++++++++++++++ | 40% ~37s
|+++++++++++++++++++++ | 41% ~36s
|+++++++++++++++++++++ | 42% ~35s
|++++++++++++++++++++++ | 43% ~34s
|++++++++++++++++++++++ | 44% ~33s
|+++++++++++++++++++++++ | 45% ~32s
|+++++++++++++++++++++++ | 46% ~31s
|++++++++++++++++++++++++ | 47% ~30s
|++++++++++++++++++++++++ | 48% ~29s
|+++++++++++++++++++++++++ | 49% ~28s
|+++++++++++++++++++++++++ | 50% ~27s
|++++++++++++++++++++++++++ | 51% ~27s
|+++++++++++++++++++++++++++ | 52% ~26s
|+++++++++++++++++++++++++++ | 53% ~25s
|++++++++++++++++++++++++++++ | 54% ~24s
|++++++++++++++++++++++++++++ | 55% ~23s
|+++++++++++++++++++++++++++++ | 56% ~23s
|+++++++++++++++++++++++++++++ | 57% ~22s
|++++++++++++++++++++++++++++++ | 58% ~21s
|++++++++++++++++++++++++++++++ | 59% ~20s
|+++++++++++++++++++++++++++++++ | 60% ~20s
|+++++++++++++++++++++++++++++++ | 61% ~19s
|++++++++++++++++++++++++++++++++ | 62% ~18s
|++++++++++++++++++++++++++++++++ | 63% ~18s
|+++++++++++++++++++++++++++++++++ | 64% ~17s
|+++++++++++++++++++++++++++++++++ | 65% ~17s
|++++++++++++++++++++++++++++++++++ | 66% ~16s
|++++++++++++++++++++++++++++++++++ | 67% ~15s
|+++++++++++++++++++++++++++++++++++ | 68% ~15s
|+++++++++++++++++++++++++++++++++++ | 69% ~14s
|++++++++++++++++++++++++++++++++++++ | 70% ~14s
|++++++++++++++++++++++++++++++++++++ | 71% ~13s
|+++++++++++++++++++++++++++++++++++++ | 72% ~13s
|+++++++++++++++++++++++++++++++++++++ | 73% ~12s
|++++++++++++++++++++++++++++++++++++++ | 74% ~11s
|++++++++++++++++++++++++++++++++++++++ | 76% ~11s
|+++++++++++++++++++++++++++++++++++++++ | 77% ~10s
|+++++++++++++++++++++++++++++++++++++++ | 78% ~10s
|++++++++++++++++++++++++++++++++++++++++ | 79% ~09s
|++++++++++++++++++++++++++++++++++++++++ | 80% ~09s
|+++++++++++++++++++++++++++++++++++++++++ | 81% ~08s
|+++++++++++++++++++++++++++++++++++++++++ | 82% ~08s
|++++++++++++++++++++++++++++++++++++++++++ | 83% ~07s
|++++++++++++++++++++++++++++++++++++++++++ | 84% ~07s
|+++++++++++++++++++++++++++++++++++++++++++ | 85% ~06s
|+++++++++++++++++++++++++++++++++++++++++++ | 86% ~06s
|++++++++++++++++++++++++++++++++++++++++++++ | 87% ~06s
|++++++++++++++++++++++++++++++++++++++++++++ | 88% ~05s
|+++++++++++++++++++++++++++++++++++++++++++++ | 89% ~05s
|+++++++++++++++++++++++++++++++++++++++++++++ | 90% ~04s
|++++++++++++++++++++++++++++++++++++++++++++++ | 91% ~04s
|++++++++++++++++++++++++++++++++++++++++++++++ | 92% ~03s
|+++++++++++++++++++++++++++++++++++++++++++++++ | 93% ~03s
|+++++++++++++++++++++++++++++++++++++++++++++++ | 94% ~02s
|++++++++++++++++++++++++++++++++++++++++++++++++ | 95% ~02s
|++++++++++++++++++++++++++++++++++++++++++++++++ | 96% ~02s
|+++++++++++++++++++++++++++++++++++++++++++++++++ | 97% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++++++ | 98% ~01s
|++++++++++++++++++++++++++++++++++++++++++++++++++| 99% ~00s
|++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=39s
Calculating cluster 3
| | 0 % ~calculating
|+ | 1 % ~21s
|++ | 2 % ~18s
|++ | 3 % ~19s
|+++ | 4 % ~19s
|+++ | 5 % ~18s
|++++ | 6 % ~18s
|++++ | 7 % ~18s
|+++++ | 8 % ~17s
|+++++ | 9 % ~17s
|++++++ | 10% ~17s
|++++++ | 11% ~17s
|+++++++ | 12% ~17s
|+++++++ | 14% ~17s
|++++++++ | 15% ~16s
|++++++++ | 16% ~16s
|+++++++++ | 17% ~16s
|+++++++++ | 18% ~16s
|++++++++++ | 19% ~16s
|++++++++++ | 20% ~16s
|+++++++++++ | 21% ~15s
|+++++++++++ | 22% ~15s
|++++++++++++ | 23% ~15s
|++++++++++++ | 24% ~15s
|+++++++++++++ | 25% ~14s
|++++++++++++++ | 26% ~14s
|++++++++++++++ | 27% ~14s
|+++++++++++++++ | 28% ~14s
|+++++++++++++++ | 29% ~14s
|++++++++++++++++ | 30% ~13s
|++++++++++++++++ | 31% ~13s
|+++++++++++++++++ | 32% ~13s
|+++++++++++++++++ | 33% ~13s
|++++++++++++++++++ | 34% ~12s
|++++++++++++++++++ | 35% ~12s
|+++++++++++++++++++ | 36% ~12s
|+++++++++++++++++++ | 38% ~12s
|++++++++++++++++++++ | 39% ~12s
|++++++++++++++++++++ | 40% ~11s
|+++++++++++++++++++++ | 41% ~11s
|+++++++++++++++++++++ | 42% ~11s
|++++++++++++++++++++++ | 43% ~11s
|++++++++++++++++++++++ | 44% ~11s
|+++++++++++++++++++++++ | 45% ~10s
|+++++++++++++++++++++++ | 46% ~10s
|++++++++++++++++++++++++ | 47% ~10s
|++++++++++++++++++++++++ | 48% ~10s
|+++++++++++++++++++++++++ | 49% ~10s
|+++++++++++++++++++++++++ | 50% ~09s
|++++++++++++++++++++++++++ | 51% ~09s
|+++++++++++++++++++++++++++ | 52% ~09s
|+++++++++++++++++++++++++++ | 53% ~09s
|++++++++++++++++++++++++++++ | 54% ~09s
|++++++++++++++++++++++++++++ | 55% ~09s
|+++++++++++++++++++++++++++++ | 56% ~08s
|+++++++++++++++++++++++++++++ | 57% ~08s
|++++++++++++++++++++++++++++++ | 58% ~08s
|++++++++++++++++++++++++++++++ | 59% ~08s
|+++++++++++++++++++++++++++++++ | 60% ~08s
|+++++++++++++++++++++++++++++++ | 61% ~07s
|++++++++++++++++++++++++++++++++ | 62% ~07s
|++++++++++++++++++++++++++++++++ | 64% ~07s
|+++++++++++++++++++++++++++++++++ | 65% ~07s
|+++++++++++++++++++++++++++++++++ | 66% ~14s
|++++++++++++++++++++++++++++++++++ | 67% ~14s
|++++++++++++++++++++++++++++++++++ | 68% ~13s
|+++++++++++++++++++++++++++++++++++ | 69% ~13s
|+++++++++++++++++++++++++++++++++++ | 70% ~12s
|++++++++++++++++++++++++++++++++++++ | 71% ~12s
|++++++++++++++++++++++++++++++++++++ | 72% ~11s
|+++++++++++++++++++++++++++++++++++++ | 73% ~11s
|+++++++++++++++++++++++++++++++++++++ | 74% ~10s
|++++++++++++++++++++++++++++++++++++++ | 75% ~10s
|+++++++++++++++++++++++++++++++++++++++ | 76% ~09s
|+++++++++++++++++++++++++++++++++++++++ | 77% ~09s
|++++++++++++++++++++++++++++++++++++++++ | 78% ~08s
|++++++++++++++++++++++++++++++++++++++++ | 79% ~08s
|+++++++++++++++++++++++++++++++++++++++++ | 80% ~07s
|+++++++++++++++++++++++++++++++++++++++++ | 81% ~07s
|++++++++++++++++++++++++++++++++++++++++++ | 82% ~07s
|++++++++++++++++++++++++++++++++++++++++++ | 83% ~06s
|+++++++++++++++++++++++++++++++++++++++++++ | 84% ~06s
|+++++++++++++++++++++++++++++++++++++++++++ | 85% ~05s
|++++++++++++++++++++++++++++++++++++++++++++ | 86% ~05s
|++++++++++++++++++++++++++++++++++++++++++++ | 88% ~05s
|+++++++++++++++++++++++++++++++++++++++++++++ | 89% ~04s
|+++++++++++++++++++++++++++++++++++++++++++++ | 90% ~04s
|++++++++++++++++++++++++++++++++++++++++++++++ | 91% ~03s
|++++++++++++++++++++++++++++++++++++++++++++++ | 92% ~03s
|+++++++++++++++++++++++++++++++++++++++++++++++ | 93% ~03s
|+++++++++++++++++++++++++++++++++++++++++++++++ | 94% ~02s
|++++++++++++++++++++++++++++++++++++++++++++++++ | 95% ~02s
|++++++++++++++++++++++++++++++++++++++++++++++++ | 96% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++++++ | 97% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++++++ | 98% ~01s
|++++++++++++++++++++++++++++++++++++++++++++++++++| 99% ~00s
|++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=34s
Calculating cluster 4
| | 0 % ~calculating
|+ | 1 % ~10s
|++ | 2 % ~11s
|++ | 3 % ~10s
|+++ | 4 % ~10s
|+++ | 6 % ~09s
|++++ | 7 % ~10s
|++++ | 8 % ~09s
|+++++ | 9 % ~09s
|+++++ | 10% ~09s
|++++++ | 11% ~09s
|+++++++ | 12% ~09s
|+++++++ | 13% ~09s
|++++++++ | 14% ~09s
|++++++++ | 16% ~09s
|+++++++++ | 17% ~08s
|+++++++++ | 18% ~08s
|++++++++++ | 19% ~08s
|++++++++++ | 20% ~08s
|+++++++++++ | 21% ~08s
|++++++++++++ | 22% ~08s
|++++++++++++ | 23% ~08s
|+++++++++++++ | 24% ~08s
|+++++++++++++ | 26% ~07s
|++++++++++++++ | 27% ~07s
|++++++++++++++ | 28% ~07s
|+++++++++++++++ | 29% ~07s
|+++++++++++++++ | 30% ~07s
|++++++++++++++++ | 31% ~07s
|+++++++++++++++++ | 32% ~07s
|+++++++++++++++++ | 33% ~07s
|++++++++++++++++++ | 34% ~06s
|++++++++++++++++++ | 36% ~06s
|+++++++++++++++++++ | 37% ~06s
|+++++++++++++++++++ | 38% ~06s
|++++++++++++++++++++ | 39% ~06s
|++++++++++++++++++++ | 40% ~06s
|+++++++++++++++++++++ | 41% ~06s
|++++++++++++++++++++++ | 42% ~06s
|++++++++++++++++++++++ | 43% ~06s
|+++++++++++++++++++++++ | 44% ~05s
|+++++++++++++++++++++++ | 46% ~05s
|++++++++++++++++++++++++ | 47% ~05s
|++++++++++++++++++++++++ | 48% ~05s
|+++++++++++++++++++++++++ | 49% ~05s
|+++++++++++++++++++++++++ | 50% ~05s
|++++++++++++++++++++++++++ | 51% ~05s
|+++++++++++++++++++++++++++ | 52% ~05s
|+++++++++++++++++++++++++++ | 53% ~05s
|++++++++++++++++++++++++++++ | 54% ~05s
|++++++++++++++++++++++++++++ | 56% ~04s
|+++++++++++++++++++++++++++++ | 57% ~04s
|+++++++++++++++++++++++++++++ | 58% ~04s
|++++++++++++++++++++++++++++++ | 59% ~04s
|++++++++++++++++++++++++++++++ | 60% ~04s
|+++++++++++++++++++++++++++++++ | 61% ~04s
|++++++++++++++++++++++++++++++++ | 62% ~04s
|++++++++++++++++++++++++++++++++ | 63% ~04s
|+++++++++++++++++++++++++++++++++ | 64% ~04s
|+++++++++++++++++++++++++++++++++ | 66% ~03s
|++++++++++++++++++++++++++++++++++ | 67% ~03s
|++++++++++++++++++++++++++++++++++ | 68% ~03s
|+++++++++++++++++++++++++++++++++++ | 69% ~03s
|+++++++++++++++++++++++++++++++++++ | 70% ~03s
|++++++++++++++++++++++++++++++++++++ | 71% ~03s
|+++++++++++++++++++++++++++++++++++++ | 72% ~03s
|+++++++++++++++++++++++++++++++++++++ | 73% ~03s
|++++++++++++++++++++++++++++++++++++++ | 74% ~03s
|++++++++++++++++++++++++++++++++++++++ | 76% ~02s
|+++++++++++++++++++++++++++++++++++++++ | 77% ~02s
|+++++++++++++++++++++++++++++++++++++++ | 78% ~02s
|++++++++++++++++++++++++++++++++++++++++ | 79% ~02s
|++++++++++++++++++++++++++++++++++++++++ | 80% ~02s
|+++++++++++++++++++++++++++++++++++++++++ | 81% ~02s
|++++++++++++++++++++++++++++++++++++++++++ | 82% ~02s
|++++++++++++++++++++++++++++++++++++++++++ | 83% ~02s
|+++++++++++++++++++++++++++++++++++++++++++ | 84% ~02s
|+++++++++++++++++++++++++++++++++++++++++++ | 86% ~01s
|++++++++++++++++++++++++++++++++++++++++++++ | 87% ~01s
|++++++++++++++++++++++++++++++++++++++++++++ | 88% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++ | 89% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++ | 90% ~01s
|++++++++++++++++++++++++++++++++++++++++++++++ | 91% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++++ | 92% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++++ | 93% ~01s
|++++++++++++++++++++++++++++++++++++++++++++++++ | 94% ~01s
|++++++++++++++++++++++++++++++++++++++++++++++++ | 96% ~00s
|+++++++++++++++++++++++++++++++++++++++++++++++++ | 97% ~00s
|+++++++++++++++++++++++++++++++++++++++++++++++++ | 98% ~00s
|++++++++++++++++++++++++++++++++++++++++++++++++++| 99% ~00s
|++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=10s
Calculating cluster 10
| | 0 % ~calculating
|+ | 1 % ~16s
|++ | 2 % ~19s
|++ | 3 % ~18s
|+++ | 4 % ~17s
|+++ | 5 % ~17s
|++++ | 6 % ~16s
|++++ | 7 % ~15s
|+++++ | 8 % ~15s
|+++++ | 9 % ~15s
|++++++ | 10% ~15s
|++++++ | 11% ~14s
|+++++++ | 12% ~14s
|+++++++ | 13% ~14s
|++++++++ | 14% ~14s
|++++++++ | 15% ~14s
|+++++++++ | 16% ~14s
|+++++++++ | 17% ~13s
|++++++++++ | 18% ~13s
|++++++++++ | 19% ~13s
|+++++++++++ | 20% ~13s
|+++++++++++ | 21% ~13s
|++++++++++++ | 22% ~13s
|++++++++++++ | 23% ~12s
|+++++++++++++ | 24% ~12s
|+++++++++++++ | 26% ~12s
|++++++++++++++ | 27% ~12s
|++++++++++++++ | 28% ~12s
|+++++++++++++++ | 29% ~11s
|+++++++++++++++ | 30% ~11s
|++++++++++++++++ | 31% ~11s
|++++++++++++++++ | 32% ~11s
|+++++++++++++++++ | 33% ~11s
|+++++++++++++++++ | 34% ~11s
|++++++++++++++++++ | 35% ~10s
|++++++++++++++++++ | 36% ~10s
|+++++++++++++++++++ | 37% ~10s
|+++++++++++++++++++ | 38% ~10s
|++++++++++++++++++++ | 39% ~10s
|++++++++++++++++++++ | 40% ~10s
|+++++++++++++++++++++ | 41% ~09s
|+++++++++++++++++++++ | 42% ~09s
|++++++++++++++++++++++ | 43% ~09s
|++++++++++++++++++++++ | 44% ~09s
|+++++++++++++++++++++++ | 45% ~09s
|+++++++++++++++++++++++ | 46% ~08s
|++++++++++++++++++++++++ | 47% ~08s
|++++++++++++++++++++++++ | 48% ~08s
|+++++++++++++++++++++++++ | 49% ~08s
|+++++++++++++++++++++++++ | 50% ~08s
|++++++++++++++++++++++++++ | 51% ~08s
|+++++++++++++++++++++++++++ | 52% ~07s
|+++++++++++++++++++++++++++ | 53% ~07s
|++++++++++++++++++++++++++++ | 54% ~07s
|++++++++++++++++++++++++++++ | 55% ~07s
|+++++++++++++++++++++++++++++ | 56% ~07s
|+++++++++++++++++++++++++++++ | 57% ~07s
|++++++++++++++++++++++++++++++ | 58% ~06s
|++++++++++++++++++++++++++++++ | 59% ~06s
|+++++++++++++++++++++++++++++++ | 60% ~06s
|+++++++++++++++++++++++++++++++ | 61% ~06s
|++++++++++++++++++++++++++++++++ | 62% ~06s
|++++++++++++++++++++++++++++++++ | 63% ~06s
|+++++++++++++++++++++++++++++++++ | 64% ~05s
|+++++++++++++++++++++++++++++++++ | 65% ~05s
|++++++++++++++++++++++++++++++++++ | 66% ~05s
|++++++++++++++++++++++++++++++++++ | 67% ~05s
|+++++++++++++++++++++++++++++++++++ | 68% ~05s
|+++++++++++++++++++++++++++++++++++ | 69% ~05s
|++++++++++++++++++++++++++++++++++++ | 70% ~04s
|++++++++++++++++++++++++++++++++++++ | 71% ~04s
|+++++++++++++++++++++++++++++++++++++ | 72% ~04s
|+++++++++++++++++++++++++++++++++++++ | 73% ~04s
|++++++++++++++++++++++++++++++++++++++ | 74% ~04s
|++++++++++++++++++++++++++++++++++++++ | 76% ~04s
|+++++++++++++++++++++++++++++++++++++++ | 77% ~03s
|+++++++++++++++++++++++++++++++++++++++ | 78% ~03s
|++++++++++++++++++++++++++++++++++++++++ | 79% ~03s
|++++++++++++++++++++++++++++++++++++++++ | 80% ~03s
|+++++++++++++++++++++++++++++++++++++++++ | 81% ~03s
|+++++++++++++++++++++++++++++++++++++++++ | 82% ~03s
|++++++++++++++++++++++++++++++++++++++++++ | 83% ~03s
|++++++++++++++++++++++++++++++++++++++++++ | 84% ~02s
|+++++++++++++++++++++++++++++++++++++++++++ | 85% ~02s
|+++++++++++++++++++++++++++++++++++++++++++ | 86% ~02s
|++++++++++++++++++++++++++++++++++++++++++++ | 87% ~02s
|++++++++++++++++++++++++++++++++++++++++++++ | 88% ~02s
|+++++++++++++++++++++++++++++++++++++++++++++ | 89% ~02s
|+++++++++++++++++++++++++++++++++++++++++++++ | 90% ~02s
|++++++++++++++++++++++++++++++++++++++++++++++ | 91% ~01s
|++++++++++++++++++++++++++++++++++++++++++++++ | 92% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++++ | 93% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++++ | 94% ~01s
|++++++++++++++++++++++++++++++++++++++++++++++++ | 95% ~01s
|++++++++++++++++++++++++++++++++++++++++++++++++ | 96% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++++++ | 97% ~00s
|+++++++++++++++++++++++++++++++++++++++++++++++++ | 98% ~00s
|++++++++++++++++++++++++++++++++++++++++++++++++++| 99% ~00s
|++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=15s
Calculating cluster 1
| | 0 % ~calculating
|+ | 1 % ~13s
|++ | 2 % ~12s
|++ | 3 % ~12s
|+++ | 4 % ~12s
|+++ | 5 % ~12s
|++++ | 7 % ~11s
|++++ | 8 % ~12s
|+++++ | 9 % ~11s
|+++++ | 10% ~11s
|++++++ | 11% ~11s
|+++++++ | 12% ~11s
|+++++++ | 13% ~11s
|++++++++ | 14% ~01m 37s
|++++++++ | 15% ~01m 30s
|+++++++++ | 16% ~01m 24s
|+++++++++ | 18% ~01m 18s
|++++++++++ | 19% ~01m 13s
|++++++++++ | 20% ~01m 09s
|+++++++++++ | 21% ~01m 05s
|+++++++++++ | 22% ~01m 01s
|++++++++++++ | 23% ~58s
|+++++++++++++ | 24% ~55s
|+++++++++++++ | 25% ~52s
|++++++++++++++ | 26% ~50s
|++++++++++++++ | 27% ~47s
|+++++++++++++++ | 29% ~45s
|+++++++++++++++ | 30% ~43s
|++++++++++++++++ | 31% ~41s
|++++++++++++++++ | 32% ~40s
|+++++++++++++++++ | 33% ~38s
|++++++++++++++++++ | 34% ~36s
|++++++++++++++++++ | 35% ~35s
|+++++++++++++++++++ | 36% ~34s
|+++++++++++++++++++ | 37% ~32s
|++++++++++++++++++++ | 38% ~31s
|++++++++++++++++++++ | 40% ~30s
|+++++++++++++++++++++ | 41% ~29s
|+++++++++++++++++++++ | 42% ~28s
|++++++++++++++++++++++ | 43% ~27s
|++++++++++++++++++++++ | 44% ~26s
|+++++++++++++++++++++++ | 45% ~25s
|++++++++++++++++++++++++ | 46% ~24s
|++++++++++++++++++++++++ | 47% ~23s
|+++++++++++++++++++++++++ | 48% ~22s
|+++++++++++++++++++++++++ | 49% ~21s
|++++++++++++++++++++++++++ | 51% ~21s
|++++++++++++++++++++++++++ | 52% ~20s
|+++++++++++++++++++++++++++ | 53% ~19s
|+++++++++++++++++++++++++++ | 54% ~18s
|++++++++++++++++++++++++++++ | 55% ~18s
|+++++++++++++++++++++++++++++ | 56% ~17s
|+++++++++++++++++++++++++++++ | 57% ~16s
|++++++++++++++++++++++++++++++ | 58% ~16s
|++++++++++++++++++++++++++++++ | 59% ~15s
|+++++++++++++++++++++++++++++++ | 60% ~15s
|+++++++++++++++++++++++++++++++ | 62% ~14s
|++++++++++++++++++++++++++++++++ | 63% ~14s
|++++++++++++++++++++++++++++++++ | 64% ~13s
|+++++++++++++++++++++++++++++++++ | 65% ~13s
|+++++++++++++++++++++++++++++++++ | 66% ~12s
|++++++++++++++++++++++++++++++++++ | 67% ~11s
|+++++++++++++++++++++++++++++++++++ | 68% ~11s
|+++++++++++++++++++++++++++++++++++ | 69% ~11s
|++++++++++++++++++++++++++++++++++++ | 70% ~10s
|++++++++++++++++++++++++++++++++++++ | 71% ~10s
|+++++++++++++++++++++++++++++++++++++ | 73% ~09s
|+++++++++++++++++++++++++++++++++++++ | 74% ~09s
|++++++++++++++++++++++++++++++++++++++ | 75% ~08s
|++++++++++++++++++++++++++++++++++++++ | 76% ~08s
|+++++++++++++++++++++++++++++++++++++++ | 77% ~07s
|++++++++++++++++++++++++++++++++++++++++ | 78% ~07s
|++++++++++++++++++++++++++++++++++++++++ | 79% ~07s
|+++++++++++++++++++++++++++++++++++++++++ | 80% ~06s
|+++++++++++++++++++++++++++++++++++++++++ | 81% ~06s
|++++++++++++++++++++++++++++++++++++++++++ | 82% ~05s
|++++++++++++++++++++++++++++++++++++++++++ | 84% ~05s
|+++++++++++++++++++++++++++++++++++++++++++ | 85% ~05s
|+++++++++++++++++++++++++++++++++++++++++++ | 86% ~04s
|++++++++++++++++++++++++++++++++++++++++++++ | 87% ~04s
|++++++++++++++++++++++++++++++++++++++++++++ | 88% ~04s
|+++++++++++++++++++++++++++++++++++++++++++++ | 89% ~03s
|++++++++++++++++++++++++++++++++++++++++++++++ | 90% ~03s
|++++++++++++++++++++++++++++++++++++++++++++++ | 91% ~03s
|+++++++++++++++++++++++++++++++++++++++++++++++ | 92% ~02s
|+++++++++++++++++++++++++++++++++++++++++++++++ | 93% ~02s
|++++++++++++++++++++++++++++++++++++++++++++++++ | 95% ~02s
|++++++++++++++++++++++++++++++++++++++++++++++++ | 96% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++++++ | 97% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++++++ | 98% ~01s
|++++++++++++++++++++++++++++++++++++++++++++++++++| 99% ~00s
|++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=28s
Calculating cluster 2
| | 0 % ~calculating
|+ | 1 % ~08s
|++ | 2 % ~09s
|++ | 4 % ~10s
|+++ | 5 % ~09s
|+++ | 6 % ~09s
|++++ | 7 % ~09s
|+++++ | 8 % ~09s
|+++++ | 10% ~09s
|++++++ | 11% ~09s
|++++++ | 12% ~09s
|+++++++ | 13% ~09s
|++++++++ | 14% ~09s
|++++++++ | 15% ~09s
|+++++++++ | 17% ~09s
|+++++++++ | 18% ~09s
|++++++++++ | 19% ~09s
|+++++++++++ | 20% ~09s
|+++++++++++ | 21% ~09s
|++++++++++++ | 23% ~08s
|++++++++++++ | 24% ~08s
|+++++++++++++ | 25% ~08s
|++++++++++++++ | 26% ~08s
|++++++++++++++ | 27% ~08s
|+++++++++++++++ | 29% ~08s
|+++++++++++++++ | 30% ~07s
|++++++++++++++++ | 31% ~07s
|+++++++++++++++++ | 32% ~07s
|+++++++++++++++++ | 33% ~07s
|++++++++++++++++++ | 35% ~07s
|++++++++++++++++++ | 36% ~07s
|+++++++++++++++++++ | 37% ~07s
|++++++++++++++++++++ | 38% ~07s
|++++++++++++++++++++ | 39% ~06s
|+++++++++++++++++++++ | 40% ~06s
|+++++++++++++++++++++ | 42% ~06s
|++++++++++++++++++++++ | 43% ~06s
|+++++++++++++++++++++++ | 44% ~06s
|+++++++++++++++++++++++ | 45% ~06s
|++++++++++++++++++++++++ | 46% ~06s
|++++++++++++++++++++++++ | 48% ~06s
|+++++++++++++++++++++++++ | 49% ~05s
|+++++++++++++++++++++++++ | 50% ~05s
|++++++++++++++++++++++++++ | 51% ~05s
|+++++++++++++++++++++++++++ | 52% ~05s
|+++++++++++++++++++++++++++ | 54% ~05s
|++++++++++++++++++++++++++++ | 55% ~05s
|++++++++++++++++++++++++++++ | 56% ~05s
|+++++++++++++++++++++++++++++ | 57% ~04s
|++++++++++++++++++++++++++++++ | 58% ~04s
|++++++++++++++++++++++++++++++ | 60% ~04s
|+++++++++++++++++++++++++++++++ | 61% ~04s
|+++++++++++++++++++++++++++++++ | 62% ~04s
|++++++++++++++++++++++++++++++++ | 63% ~04s
|+++++++++++++++++++++++++++++++++ | 64% ~04s
|+++++++++++++++++++++++++++++++++ | 65% ~04s
|++++++++++++++++++++++++++++++++++ | 67% ~03s
|++++++++++++++++++++++++++++++++++ | 68% ~03s
|+++++++++++++++++++++++++++++++++++ | 69% ~03s
|++++++++++++++++++++++++++++++++++++ | 70% ~03s
|++++++++++++++++++++++++++++++++++++ | 71% ~03s
|+++++++++++++++++++++++++++++++++++++ | 73% ~03s
|+++++++++++++++++++++++++++++++++++++ | 74% ~03s
|++++++++++++++++++++++++++++++++++++++ | 75% ~03s
|+++++++++++++++++++++++++++++++++++++++ | 76% ~02s
|+++++++++++++++++++++++++++++++++++++++ | 77% ~02s
|++++++++++++++++++++++++++++++++++++++++ | 79% ~02s
|++++++++++++++++++++++++++++++++++++++++ | 80% ~02s
|+++++++++++++++++++++++++++++++++++++++++ | 81% ~02s
|++++++++++++++++++++++++++++++++++++++++++ | 82% ~02s
|++++++++++++++++++++++++++++++++++++++++++ | 83% ~02s
|+++++++++++++++++++++++++++++++++++++++++++ | 85% ~02s
|+++++++++++++++++++++++++++++++++++++++++++ | 86% ~01s
|++++++++++++++++++++++++++++++++++++++++++++ | 87% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++ | 88% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++ | 89% ~01s
|++++++++++++++++++++++++++++++++++++++++++++++ | 90% ~01s
|++++++++++++++++++++++++++++++++++++++++++++++ | 92% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++++ | 93% ~01s
|++++++++++++++++++++++++++++++++++++++++++++++++ | 94% ~01s
|++++++++++++++++++++++++++++++++++++++++++++++++ | 95% ~00s
|+++++++++++++++++++++++++++++++++++++++++++++++++ | 96% ~00s
|+++++++++++++++++++++++++++++++++++++++++++++++++ | 98% ~00s
|++++++++++++++++++++++++++++++++++++++++++++++++++| 99% ~00s
|++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=10s
Calculating cluster 10
| | 0 % ~calculating
|+ | 1 % ~28s
|++ | 2 % ~26s
|++ | 3 % ~25s
|+++ | 4 % ~25s
|+++ | 5 % ~25s
|++++ | 6 % ~25s
|++++ | 7 % ~25s
|+++++ | 8 % ~25s
|+++++ | 9 % ~24s
|++++++ | 11% ~24s
|++++++ | 12% ~24s
|+++++++ | 13% ~24s
|+++++++ | 14% ~24s
|++++++++ | 15% ~24s
|++++++++ | 16% ~24s
|+++++++++ | 17% ~23s
|+++++++++ | 18% ~23s
|++++++++++ | 19% ~23s
|++++++++++ | 20% ~22s
|+++++++++++ | 21% ~22s
|++++++++++++ | 22% ~22s
|++++++++++++ | 23% ~21s
|+++++++++++++ | 24% ~21s
|+++++++++++++ | 25% ~21s
|++++++++++++++ | 26% ~20s
|++++++++++++++ | 27% ~20s
|+++++++++++++++ | 28% ~20s
|+++++++++++++++ | 29% ~19s
|++++++++++++++++ | 31% ~19s
|++++++++++++++++ | 32% ~19s
|+++++++++++++++++ | 33% ~19s
|+++++++++++++++++ | 34% ~18s
|++++++++++++++++++ | 35% ~18s
|++++++++++++++++++ | 36% ~18s
|+++++++++++++++++++ | 37% ~17s
|+++++++++++++++++++ | 38% ~17s
|++++++++++++++++++++ | 39% ~17s
|++++++++++++++++++++ | 40% ~17s
|+++++++++++++++++++++ | 41% ~16s
|++++++++++++++++++++++ | 42% ~16s
|++++++++++++++++++++++ | 43% ~16s
|+++++++++++++++++++++++ | 44% ~16s
|+++++++++++++++++++++++ | 45% ~15s
|++++++++++++++++++++++++ | 46% ~15s
|++++++++++++++++++++++++ | 47% ~15s
|+++++++++++++++++++++++++ | 48% ~14s
|+++++++++++++++++++++++++ | 49% ~14s
|++++++++++++++++++++++++++ | 51% ~14s
|++++++++++++++++++++++++++ | 52% ~13s
|+++++++++++++++++++++++++++ | 53% ~13s
|+++++++++++++++++++++++++++ | 54% ~13s
|++++++++++++++++++++++++++++ | 55% ~12s
|++++++++++++++++++++++++++++ | 56% ~12s
|+++++++++++++++++++++++++++++ | 57% ~12s
|+++++++++++++++++++++++++++++ | 58% ~12s
|++++++++++++++++++++++++++++++ | 59% ~11s
|++++++++++++++++++++++++++++++ | 60% ~11s
|+++++++++++++++++++++++++++++++ | 61% ~11s
|++++++++++++++++++++++++++++++++ | 62% ~10s
|++++++++++++++++++++++++++++++++ | 63% ~10s
|+++++++++++++++++++++++++++++++++ | 64% ~10s
|+++++++++++++++++++++++++++++++++ | 65% ~09s
|++++++++++++++++++++++++++++++++++ | 66% ~09s
|++++++++++++++++++++++++++++++++++ | 67% ~09s
|+++++++++++++++++++++++++++++++++++ | 68% ~16s
|+++++++++++++++++++++++++++++++++++ | 69% ~16s
|++++++++++++++++++++++++++++++++++++ | 71% ~15s
|++++++++++++++++++++++++++++++++++++ | 72% ~14s
|+++++++++++++++++++++++++++++++++++++ | 73% ~14s
|+++++++++++++++++++++++++++++++++++++ | 74% ~13s
|++++++++++++++++++++++++++++++++++++++ | 75% ~13s
|++++++++++++++++++++++++++++++++++++++ | 76% ~12s
|+++++++++++++++++++++++++++++++++++++++ | 77% ~11s
|+++++++++++++++++++++++++++++++++++++++ | 78% ~11s
|++++++++++++++++++++++++++++++++++++++++ | 79% ~10s
|++++++++++++++++++++++++++++++++++++++++ | 80% ~10s
|+++++++++++++++++++++++++++++++++++++++++ | 81% ~09s
|++++++++++++++++++++++++++++++++++++++++++ | 82% ~08s
|++++++++++++++++++++++++++++++++++++++++++ | 83% ~08s
|+++++++++++++++++++++++++++++++++++++++++++ | 84% ~07s
|+++++++++++++++++++++++++++++++++++++++++++ | 85% ~07s
|++++++++++++++++++++++++++++++++++++++++++++ | 86% ~06s
|++++++++++++++++++++++++++++++++++++++++++++ | 87% ~06s
|+++++++++++++++++++++++++++++++++++++++++++++ | 88% ~05s
|+++++++++++++++++++++++++++++++++++++++++++++ | 89% ~05s
|++++++++++++++++++++++++++++++++++++++++++++++ | 91% ~04s
|++++++++++++++++++++++++++++++++++++++++++++++ | 92% ~04s
|+++++++++++++++++++++++++++++++++++++++++++++++ | 93% ~03s
|+++++++++++++++++++++++++++++++++++++++++++++++ | 94% ~03s
|++++++++++++++++++++++++++++++++++++++++++++++++ | 95% ~02s
|++++++++++++++++++++++++++++++++++++++++++++++++ | 96% ~02s
|+++++++++++++++++++++++++++++++++++++++++++++++++ | 97% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++++++ | 98% ~01s
|++++++++++++++++++++++++++++++++++++++++++++++++++| 99% ~00s
|++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=43s
Calculating cluster 14
| | 0 % ~calculating
|+ | 1 % ~16s
|++ | 2 % ~16s
|++ | 3 % ~16s
|+++ | 4 % ~15s
|+++ | 5 % ~15s
|++++ | 6 % ~15s
|++++ | 7 % ~15s
|+++++ | 8 % ~15s
|+++++ | 9 % ~15s
|++++++ | 10% ~15s
|++++++ | 11% ~15s
|+++++++ | 12% ~14s
|+++++++ | 13% ~14s
|++++++++ | 14% ~14s
|++++++++ | 15% ~14s
|+++++++++ | 16% ~14s
|+++++++++ | 18% ~14s
|++++++++++ | 19% ~13s
|++++++++++ | 20% ~13s
|+++++++++++ | 21% ~13s
|+++++++++++ | 22% ~13s
|++++++++++++ | 23% ~13s
|++++++++++++ | 24% ~12s
|+++++++++++++ | 25% ~12s
|+++++++++++++ | 26% ~12s
|++++++++++++++ | 27% ~12s
|++++++++++++++ | 28% ~12s
|+++++++++++++++ | 29% ~12s
|+++++++++++++++ | 30% ~12s
|++++++++++++++++ | 31% ~11s
|++++++++++++++++ | 32% ~11s
|+++++++++++++++++ | 33% ~11s
|++++++++++++++++++ | 34% ~11s
|++++++++++++++++++ | 35% ~11s
|+++++++++++++++++++ | 36% ~10s
|+++++++++++++++++++ | 37% ~10s
|++++++++++++++++++++ | 38% ~10s
|++++++++++++++++++++ | 39% ~10s
|+++++++++++++++++++++ | 40% ~10s
|+++++++++++++++++++++ | 41% ~10s
|++++++++++++++++++++++ | 42% ~09s
|++++++++++++++++++++++ | 43% ~09s
|+++++++++++++++++++++++ | 44% ~09s
|+++++++++++++++++++++++ | 45% ~09s
|++++++++++++++++++++++++ | 46% ~09s
|++++++++++++++++++++++++ | 47% ~09s
|+++++++++++++++++++++++++ | 48% ~08s
|+++++++++++++++++++++++++ | 49% ~08s
|++++++++++++++++++++++++++ | 51% ~08s
|++++++++++++++++++++++++++ | 52% ~08s
|+++++++++++++++++++++++++++ | 53% ~08s
|+++++++++++++++++++++++++++ | 54% ~08s
|++++++++++++++++++++++++++++ | 55% ~07s
|++++++++++++++++++++++++++++ | 56% ~07s
|+++++++++++++++++++++++++++++ | 57% ~07s
|+++++++++++++++++++++++++++++ | 58% ~07s
|++++++++++++++++++++++++++++++ | 59% ~07s
|++++++++++++++++++++++++++++++ | 60% ~07s
|+++++++++++++++++++++++++++++++ | 61% ~06s
|+++++++++++++++++++++++++++++++ | 62% ~06s
|++++++++++++++++++++++++++++++++ | 63% ~06s
|++++++++++++++++++++++++++++++++ | 64% ~06s
|+++++++++++++++++++++++++++++++++ | 65% ~06s
|+++++++++++++++++++++++++++++++++ | 66% ~06s
|++++++++++++++++++++++++++++++++++ | 67% ~05s
|+++++++++++++++++++++++++++++++++++ | 68% ~05s
|+++++++++++++++++++++++++++++++++++ | 69% ~05s
|++++++++++++++++++++++++++++++++++++ | 70% ~05s
|++++++++++++++++++++++++++++++++++++ | 71% ~05s
|+++++++++++++++++++++++++++++++++++++ | 72% ~05s
|+++++++++++++++++++++++++++++++++++++ | 73% ~04s
|++++++++++++++++++++++++++++++++++++++ | 74% ~04s
|++++++++++++++++++++++++++++++++++++++ | 75% ~04s
|+++++++++++++++++++++++++++++++++++++++ | 76% ~04s
|+++++++++++++++++++++++++++++++++++++++ | 77% ~04s
|++++++++++++++++++++++++++++++++++++++++ | 78% ~04s
|++++++++++++++++++++++++++++++++++++++++ | 79% ~03s
|+++++++++++++++++++++++++++++++++++++++++ | 80% ~03s
|+++++++++++++++++++++++++++++++++++++++++ | 81% ~03s
|++++++++++++++++++++++++++++++++++++++++++ | 82% ~03s
|++++++++++++++++++++++++++++++++++++++++++ | 84% ~03s
|+++++++++++++++++++++++++++++++++++++++++++ | 85% ~03s
|+++++++++++++++++++++++++++++++++++++++++++ | 86% ~02s
|++++++++++++++++++++++++++++++++++++++++++++ | 87% ~02s
|++++++++++++++++++++++++++++++++++++++++++++ | 88% ~02s
|+++++++++++++++++++++++++++++++++++++++++++++ | 89% ~02s
|+++++++++++++++++++++++++++++++++++++++++++++ | 90% ~02s
|++++++++++++++++++++++++++++++++++++++++++++++ | 91% ~02s
|++++++++++++++++++++++++++++++++++++++++++++++ | 92% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++++ | 93% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++++ | 94% ~01s
|++++++++++++++++++++++++++++++++++++++++++++++++ | 95% ~01s
|++++++++++++++++++++++++++++++++++++++++++++++++ | 96% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++++++ | 97% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++++++ | 98% ~00s
|++++++++++++++++++++++++++++++++++++++++++++++++++| 99% ~00s
|++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=16s
Calculating cluster 23
| | 0 % ~calculating
|+ | 1 % ~18s
|++ | 2 % ~18s
|++ | 3 % ~17s
|+++ | 4 % ~17s
|+++ | 5 % ~18s
|++++ | 6 % ~17s
|++++ | 7 % ~17s
|+++++ | 8 % ~17s
|+++++ | 9 % ~17s
|++++++ | 10% ~17s
|++++++ | 11% ~17s
|+++++++ | 12% ~17s
|+++++++ | 14% ~16s
|++++++++ | 15% ~16s
|++++++++ | 16% ~16s
|+++++++++ | 17% ~16s
|+++++++++ | 18% ~16s
|++++++++++ | 19% ~16s
|++++++++++ | 20% ~16s
|+++++++++++ | 21% ~15s
|+++++++++++ | 22% ~15s
|++++++++++++ | 23% ~15s
|++++++++++++ | 24% ~15s
|+++++++++++++ | 25% ~14s
|++++++++++++++ | 26% ~14s
|++++++++++++++ | 27% ~14s
|+++++++++++++++ | 28% ~14s
|+++++++++++++++ | 29% ~14s
|++++++++++++++++ | 30% ~14s
|++++++++++++++++ | 31% ~13s
|+++++++++++++++++ | 32% ~13s
|+++++++++++++++++ | 33% ~13s
|++++++++++++++++++ | 34% ~13s
|++++++++++++++++++ | 35% ~13s
|+++++++++++++++++++ | 36% ~12s
|+++++++++++++++++++ | 38% ~12s
|++++++++++++++++++++ | 39% ~12s
|++++++++++++++++++++ | 40% ~12s
|+++++++++++++++++++++ | 41% ~12s
|+++++++++++++++++++++ | 42% ~11s
|++++++++++++++++++++++ | 43% ~11s
|++++++++++++++++++++++ | 44% ~11s
|+++++++++++++++++++++++ | 45% ~11s
|+++++++++++++++++++++++ | 46% ~11s
|++++++++++++++++++++++++ | 47% ~10s
|++++++++++++++++++++++++ | 48% ~10s
|+++++++++++++++++++++++++ | 49% ~10s
|+++++++++++++++++++++++++ | 50% ~10s
|++++++++++++++++++++++++++ | 51% ~09s
|+++++++++++++++++++++++++++ | 52% ~09s
|+++++++++++++++++++++++++++ | 53% ~09s
|++++++++++++++++++++++++++++ | 54% ~09s
|++++++++++++++++++++++++++++ | 55% ~09s
|+++++++++++++++++++++++++++++ | 56% ~08s
|+++++++++++++++++++++++++++++ | 57% ~08s
|++++++++++++++++++++++++++++++ | 58% ~08s
|++++++++++++++++++++++++++++++ | 59% ~08s
|+++++++++++++++++++++++++++++++ | 60% ~08s
|+++++++++++++++++++++++++++++++ | 61% ~07s
|++++++++++++++++++++++++++++++++ | 62% ~07s
|++++++++++++++++++++++++++++++++ | 64% ~07s
|+++++++++++++++++++++++++++++++++ | 65% ~07s
|+++++++++++++++++++++++++++++++++ | 66% ~07s
|++++++++++++++++++++++++++++++++++ | 67% ~06s
|++++++++++++++++++++++++++++++++++ | 68% ~06s
|+++++++++++++++++++++++++++++++++++ | 69% ~06s
|+++++++++++++++++++++++++++++++++++ | 70% ~06s
|++++++++++++++++++++++++++++++++++++ | 71% ~06s
|++++++++++++++++++++++++++++++++++++ | 72% ~05s
|+++++++++++++++++++++++++++++++++++++ | 73% ~05s
|+++++++++++++++++++++++++++++++++++++ | 74% ~05s
|++++++++++++++++++++++++++++++++++++++ | 75% ~05s
|+++++++++++++++++++++++++++++++++++++++ | 76% ~05s
|+++++++++++++++++++++++++++++++++++++++ | 77% ~04s
|++++++++++++++++++++++++++++++++++++++++ | 78% ~04s
|++++++++++++++++++++++++++++++++++++++++ | 79% ~04s
|+++++++++++++++++++++++++++++++++++++++++ | 80% ~04s
|+++++++++++++++++++++++++++++++++++++++++ | 81% ~04s
|++++++++++++++++++++++++++++++++++++++++++ | 82% ~07s
|++++++++++++++++++++++++++++++++++++++++++ | 83% ~07s
|+++++++++++++++++++++++++++++++++++++++++++ | 84% ~06s
|+++++++++++++++++++++++++++++++++++++++++++ | 85% ~06s
|++++++++++++++++++++++++++++++++++++++++++++ | 86% ~05s
|++++++++++++++++++++++++++++++++++++++++++++ | 88% ~05s
|+++++++++++++++++++++++++++++++++++++++++++++ | 89% ~04s
|+++++++++++++++++++++++++++++++++++++++++++++ | 90% ~04s
|++++++++++++++++++++++++++++++++++++++++++++++ | 91% ~04s
|++++++++++++++++++++++++++++++++++++++++++++++ | 92% ~03s
|+++++++++++++++++++++++++++++++++++++++++++++++ | 93% ~03s
|+++++++++++++++++++++++++++++++++++++++++++++++ | 94% ~02s
|++++++++++++++++++++++++++++++++++++++++++++++++ | 95% ~02s
|++++++++++++++++++++++++++++++++++++++++++++++++ | 96% ~02s
|+++++++++++++++++++++++++++++++++++++++++++++++++ | 97% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++++++ | 98% ~01s
|++++++++++++++++++++++++++++++++++++++++++++++++++| 99% ~00s
|++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=36s
Calculating cluster 7
| | 0 % ~calculating
|+ | 1 % ~10s
|++ | 2 % ~10s
|++ | 3 % ~10s
|+++ | 5 % ~10s
|+++ | 6 % ~10s
|++++ | 7 % ~09s
|++++ | 8 % ~09s
|+++++ | 9 % ~09s
|++++++ | 10% ~09s
|++++++ | 11% ~09s
|+++++++ | 12% ~08s
|+++++++ | 14% ~08s
|++++++++ | 15% ~08s
|++++++++ | 16% ~08s
|+++++++++ | 17% ~08s
|++++++++++ | 18% ~08s
|++++++++++ | 19% ~08s
|+++++++++++ | 20% ~07s
|+++++++++++ | 22% ~07s
|++++++++++++ | 23% ~07s
|++++++++++++ | 24% ~07s
|+++++++++++++ | 25% ~07s
|++++++++++++++ | 26% ~07s
|++++++++++++++ | 27% ~07s
|+++++++++++++++ | 28% ~07s
|+++++++++++++++ | 30% ~07s
|++++++++++++++++ | 31% ~07s
|++++++++++++++++ | 32% ~06s
|+++++++++++++++++ | 33% ~06s
|++++++++++++++++++ | 34% ~06s
|++++++++++++++++++ | 35% ~06s
|+++++++++++++++++++ | 36% ~06s
|+++++++++++++++++++ | 38% ~06s
|++++++++++++++++++++ | 39% ~06s
|++++++++++++++++++++ | 40% ~06s
|+++++++++++++++++++++ | 41% ~06s
|++++++++++++++++++++++ | 42% ~06s
|++++++++++++++++++++++ | 43% ~06s
|+++++++++++++++++++++++ | 44% ~05s
|+++++++++++++++++++++++ | 45% ~05s
|++++++++++++++++++++++++ | 47% ~05s
|++++++++++++++++++++++++ | 48% ~05s
|+++++++++++++++++++++++++ | 49% ~05s
|+++++++++++++++++++++++++ | 50% ~05s
|++++++++++++++++++++++++++ | 51% ~05s
|+++++++++++++++++++++++++++ | 52% ~05s
|+++++++++++++++++++++++++++ | 53% ~05s
|++++++++++++++++++++++++++++ | 55% ~04s
|++++++++++++++++++++++++++++ | 56% ~04s
|+++++++++++++++++++++++++++++ | 57% ~04s
|+++++++++++++++++++++++++++++ | 58% ~04s
|++++++++++++++++++++++++++++++ | 59% ~04s
|+++++++++++++++++++++++++++++++ | 60% ~04s
|+++++++++++++++++++++++++++++++ | 61% ~04s
|++++++++++++++++++++++++++++++++ | 62% ~04s
|++++++++++++++++++++++++++++++++ | 64% ~04s
|+++++++++++++++++++++++++++++++++ | 65% ~03s
|+++++++++++++++++++++++++++++++++ | 66% ~03s
|++++++++++++++++++++++++++++++++++ | 67% ~03s
|+++++++++++++++++++++++++++++++++++ | 68% ~03s
|+++++++++++++++++++++++++++++++++++ | 69% ~03s
|++++++++++++++++++++++++++++++++++++ | 70% ~03s
|++++++++++++++++++++++++++++++++++++ | 72% ~03s
|+++++++++++++++++++++++++++++++++++++ | 73% ~03s
|+++++++++++++++++++++++++++++++++++++ | 74% ~03s
|++++++++++++++++++++++++++++++++++++++ | 75% ~02s
|+++++++++++++++++++++++++++++++++++++++ | 76% ~02s
|+++++++++++++++++++++++++++++++++++++++ | 77% ~02s
|++++++++++++++++++++++++++++++++++++++++ | 78% ~02s
|++++++++++++++++++++++++++++++++++++++++ | 80% ~02s
|+++++++++++++++++++++++++++++++++++++++++ | 81% ~02s
|+++++++++++++++++++++++++++++++++++++++++ | 82% ~02s
|++++++++++++++++++++++++++++++++++++++++++ | 83% ~02s
|+++++++++++++++++++++++++++++++++++++++++++ | 84% ~02s
|+++++++++++++++++++++++++++++++++++++++++++ | 85% ~01s
|++++++++++++++++++++++++++++++++++++++++++++ | 86% ~01s
|++++++++++++++++++++++++++++++++++++++++++++ | 88% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++ | 89% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++ | 90% ~01s
|++++++++++++++++++++++++++++++++++++++++++++++ | 91% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++++ | 92% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++++ | 93% ~01s
|++++++++++++++++++++++++++++++++++++++++++++++++ | 94% ~01s
|++++++++++++++++++++++++++++++++++++++++++++++++ | 95% ~00s
|+++++++++++++++++++++++++++++++++++++++++++++++++ | 97% ~00s
|+++++++++++++++++++++++++++++++++++++++++++++++++ | 98% ~00s
|++++++++++++++++++++++++++++++++++++++++++++++++++| 99% ~00s
|++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=10s
Calculating cluster 8
| | 0 % ~calculating
|+ | 1 % ~36s
|++ | 2 % ~36s
|++ | 3 % ~36s
|+++ | 4 % ~36s
|+++ | 5 % ~36s
|++++ | 6 % ~35s
|++++ | 7 % ~35s
|+++++ | 8 % ~35s
|+++++ | 9 % ~35s
|++++++ | 10% ~34s
|++++++ | 11% ~34s
|+++++++ | 12% ~33s
|+++++++ | 13% ~33s
|++++++++ | 14% ~33s
|++++++++ | 15% ~32s
|+++++++++ | 16% ~32s
|+++++++++ | 17% ~31s
|++++++++++ | 18% ~31s
|++++++++++ | 19% ~31s
|+++++++++++ | 20% ~30s
|+++++++++++ | 21% ~30s
|++++++++++++ | 22% ~30s
|++++++++++++ | 23% ~30s
|+++++++++++++ | 24% ~29s
|+++++++++++++ | 26% ~29s
|++++++++++++++ | 27% ~28s
|++++++++++++++ | 28% ~34s
|+++++++++++++++ | 29% ~33s
|+++++++++++++++ | 30% ~33s
|++++++++++++++++ | 31% ~32s
|++++++++++++++++ | 32% ~31s
|+++++++++++++++++ | 33% ~31s
|+++++++++++++++++ | 34% ~30s
|++++++++++++++++++ | 35% ~29s
|++++++++++++++++++ | 36% ~29s
|+++++++++++++++++++ | 37% ~28s
|+++++++++++++++++++ | 38% ~27s
|++++++++++++++++++++ | 39% ~27s
|++++++++++++++++++++ | 40% ~26s
|+++++++++++++++++++++ | 41% ~26s
|+++++++++++++++++++++ | 42% ~25s
|++++++++++++++++++++++ | 43% ~24s
|++++++++++++++++++++++ | 44% ~24s
|+++++++++++++++++++++++ | 45% ~23s
|+++++++++++++++++++++++ | 46% ~23s
|++++++++++++++++++++++++ | 47% ~22s
|++++++++++++++++++++++++ | 48% ~22s
|+++++++++++++++++++++++++ | 49% ~21s
|+++++++++++++++++++++++++ | 50% ~21s
|++++++++++++++++++++++++++ | 51% ~20s
|+++++++++++++++++++++++++++ | 52% ~20s
|+++++++++++++++++++++++++++ | 53% ~20s
|++++++++++++++++++++++++++++ | 54% ~19s
|++++++++++++++++++++++++++++ | 55% ~19s
|+++++++++++++++++++++++++++++ | 56% ~18s
|+++++++++++++++++++++++++++++ | 57% ~18s
|++++++++++++++++++++++++++++++ | 58% ~17s
|++++++++++++++++++++++++++++++ | 59% ~17s
|+++++++++++++++++++++++++++++++ | 60% ~16s
|+++++++++++++++++++++++++++++++ | 61% ~16s
|++++++++++++++++++++++++++++++++ | 62% ~15s
|++++++++++++++++++++++++++++++++ | 63% ~15s
|+++++++++++++++++++++++++++++++++ | 64% ~14s
|+++++++++++++++++++++++++++++++++ | 65% ~14s
|++++++++++++++++++++++++++++++++++ | 66% ~14s
|++++++++++++++++++++++++++++++++++ | 67% ~13s
|+++++++++++++++++++++++++++++++++++ | 68% ~13s
|+++++++++++++++++++++++++++++++++++ | 69% ~12s
|++++++++++++++++++++++++++++++++++++ | 70% ~12s
|++++++++++++++++++++++++++++++++++++ | 71% ~12s
|+++++++++++++++++++++++++++++++++++++ | 72% ~11s
|+++++++++++++++++++++++++++++++++++++ | 73% ~11s
|++++++++++++++++++++++++++++++++++++++ | 74% ~10s
|++++++++++++++++++++++++++++++++++++++ | 76% ~10s
|+++++++++++++++++++++++++++++++++++++++ | 77% ~09s
|+++++++++++++++++++++++++++++++++++++++ | 78% ~09s
|++++++++++++++++++++++++++++++++++++++++ | 79% ~09s
|++++++++++++++++++++++++++++++++++++++++ | 80% ~08s
|+++++++++++++++++++++++++++++++++++++++++ | 81% ~08s
|+++++++++++++++++++++++++++++++++++++++++ | 82% ~07s
|++++++++++++++++++++++++++++++++++++++++++ | 83% ~07s
|++++++++++++++++++++++++++++++++++++++++++ | 84% ~06s
|+++++++++++++++++++++++++++++++++++++++++++ | 85% ~06s
|+++++++++++++++++++++++++++++++++++++++++++ | 86% ~06s
|++++++++++++++++++++++++++++++++++++++++++++ | 87% ~05s
|++++++++++++++++++++++++++++++++++++++++++++ | 88% ~05s
|+++++++++++++++++++++++++++++++++++++++++++++ | 89% ~04s
|+++++++++++++++++++++++++++++++++++++++++++++ | 90% ~04s
|++++++++++++++++++++++++++++++++++++++++++++++ | 91% ~04s
|++++++++++++++++++++++++++++++++++++++++++++++ | 92% ~03s
|+++++++++++++++++++++++++++++++++++++++++++++++ | 93% ~03s
|+++++++++++++++++++++++++++++++++++++++++++++++ | 94% ~02s
|++++++++++++++++++++++++++++++++++++++++++++++++ | 95% ~02s
|++++++++++++++++++++++++++++++++++++++++++++++++ | 96% ~02s
|+++++++++++++++++++++++++++++++++++++++++++++++++ | 97% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++++++ | 98% ~01s
|++++++++++++++++++++++++++++++++++++++++++++++++++| 99% ~00s
|++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=42s
Calculating cluster 3
| | 0 % ~calculating
|+ | 1 % ~34s
|++ | 2 % ~31s
|++ | 3 % ~31s
|+++ | 4 % ~31s
|+++ | 5 % ~31s
|++++ | 6 % ~31s
|++++ | 7 % ~31s
|+++++ | 8 % ~31s
|+++++ | 9 % ~32s
|++++++ | 10% ~32s
|++++++ | 11% ~32s
|+++++++ | 12% ~32s
|+++++++ | 13% ~31s
|++++++++ | 14% ~31s
|++++++++ | 15% ~30s
|+++++++++ | 16% ~30s
|+++++++++ | 17% ~29s
|++++++++++ | 18% ~29s
|++++++++++ | 19% ~29s
|+++++++++++ | 20% ~28s
|+++++++++++ | 21% ~28s
|++++++++++++ | 22% ~28s
|++++++++++++ | 23% ~27s
|+++++++++++++ | 24% ~27s
|+++++++++++++ | 25% ~26s
|++++++++++++++ | 26% ~26s
|++++++++++++++ | 27% ~26s
|+++++++++++++++ | 28% ~25s
|+++++++++++++++ | 29% ~25s
|++++++++++++++++ | 30% ~25s
|++++++++++++++++ | 31% ~24s
|+++++++++++++++++ | 32% ~24s
|+++++++++++++++++ | 33% ~24s
|++++++++++++++++++ | 34% ~23s
|++++++++++++++++++ | 35% ~23s
|+++++++++++++++++++ | 36% ~23s
|+++++++++++++++++++ | 37% ~22s
|++++++++++++++++++++ | 38% ~22s
|++++++++++++++++++++ | 39% ~22s
|+++++++++++++++++++++ | 40% ~21s
|+++++++++++++++++++++ | 41% ~21s
|++++++++++++++++++++++ | 42% ~20s
|++++++++++++++++++++++ | 43% ~20s
|+++++++++++++++++++++++ | 44% ~20s
|+++++++++++++++++++++++ | 45% ~19s
|++++++++++++++++++++++++ | 46% ~19s
|++++++++++++++++++++++++ | 47% ~19s
|+++++++++++++++++++++++++ | 48% ~18s
|+++++++++++++++++++++++++ | 49% ~18s
|++++++++++++++++++++++++++ | 51% ~18s
|++++++++++++++++++++++++++ | 52% ~17s
|+++++++++++++++++++++++++++ | 53% ~17s
|+++++++++++++++++++++++++++ | 54% ~17s
|++++++++++++++++++++++++++++ | 55% ~16s
|++++++++++++++++++++++++++++ | 56% ~16s
|+++++++++++++++++++++++++++++ | 57% ~15s
|+++++++++++++++++++++++++++++ | 58% ~15s
|++++++++++++++++++++++++++++++ | 59% ~15s
|++++++++++++++++++++++++++++++ | 60% ~14s
|+++++++++++++++++++++++++++++++ | 61% ~14s
|+++++++++++++++++++++++++++++++ | 62% ~14s
|++++++++++++++++++++++++++++++++ | 63% ~13s
|++++++++++++++++++++++++++++++++ | 64% ~13s
|+++++++++++++++++++++++++++++++++ | 65% ~14s
|+++++++++++++++++++++++++++++++++ | 66% ~14s
|++++++++++++++++++++++++++++++++++ | 67% ~13s
|++++++++++++++++++++++++++++++++++ | 68% ~13s
|+++++++++++++++++++++++++++++++++++ | 69% ~13s
|+++++++++++++++++++++++++++++++++++ | 70% ~12s
|++++++++++++++++++++++++++++++++++++ | 71% ~12s
|++++++++++++++++++++++++++++++++++++ | 72% ~11s
|+++++++++++++++++++++++++++++++++++++ | 73% ~11s
|+++++++++++++++++++++++++++++++++++++ | 74% ~10s
|++++++++++++++++++++++++++++++++++++++ | 75% ~10s
|++++++++++++++++++++++++++++++++++++++ | 76% ~10s
|+++++++++++++++++++++++++++++++++++++++ | 77% ~09s
|+++++++++++++++++++++++++++++++++++++++ | 78% ~09s
|++++++++++++++++++++++++++++++++++++++++ | 79% ~08s
|++++++++++++++++++++++++++++++++++++++++ | 80% ~08s
|+++++++++++++++++++++++++++++++++++++++++ | 81% ~08s
|+++++++++++++++++++++++++++++++++++++++++ | 82% ~07s
|++++++++++++++++++++++++++++++++++++++++++ | 83% ~07s
|++++++++++++++++++++++++++++++++++++++++++ | 84% ~06s
|+++++++++++++++++++++++++++++++++++++++++++ | 85% ~06s
|+++++++++++++++++++++++++++++++++++++++++++ | 86% ~06s
|++++++++++++++++++++++++++++++++++++++++++++ | 87% ~05s
|++++++++++++++++++++++++++++++++++++++++++++ | 88% ~05s
|+++++++++++++++++++++++++++++++++++++++++++++ | 89% ~04s
|+++++++++++++++++++++++++++++++++++++++++++++ | 90% ~04s
|++++++++++++++++++++++++++++++++++++++++++++++ | 91% ~04s
|++++++++++++++++++++++++++++++++++++++++++++++ | 92% ~03s
|+++++++++++++++++++++++++++++++++++++++++++++++ | 93% ~03s
|+++++++++++++++++++++++++++++++++++++++++++++++ | 94% ~02s
|++++++++++++++++++++++++++++++++++++++++++++++++ | 95% ~02s
|++++++++++++++++++++++++++++++++++++++++++++++++ | 96% ~02s
|+++++++++++++++++++++++++++++++++++++++++++++++++ | 97% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++++++ | 98% ~01s
|++++++++++++++++++++++++++++++++++++++++++++++++++| 99% ~00s
|++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=38s
Calculating cluster 15
| | 0 % ~calculating
|+ | 1 % ~08s
|++ | 2 % ~09s
|++ | 3 % ~08s
|+++ | 4 % ~08s
|+++ | 5 % ~08s
|++++ | 6 % ~08s
|++++ | 7 % ~07s
|+++++ | 8 % ~08s
|+++++ | 9 % ~07s
|++++++ | 10% ~07s
|++++++ | 11% ~07s
|+++++++ | 12% ~07s
|+++++++ | 13% ~07s
|++++++++ | 14% ~07s
|++++++++ | 15% ~07s
|+++++++++ | 16% ~07s
|+++++++++ | 18% ~07s
|++++++++++ | 19% ~06s
|++++++++++ | 20% ~06s
|+++++++++++ | 21% ~06s
|+++++++++++ | 22% ~06s
|++++++++++++ | 23% ~06s
|++++++++++++ | 24% ~06s
|+++++++++++++ | 25% ~06s
|+++++++++++++ | 26% ~06s
|++++++++++++++ | 27% ~06s
|++++++++++++++ | 28% ~06s
|+++++++++++++++ | 29% ~06s
|+++++++++++++++ | 30% ~05s
|++++++++++++++++ | 31% ~05s
|++++++++++++++++ | 32% ~05s
|+++++++++++++++++ | 33% ~05s
|++++++++++++++++++ | 34% ~05s
|++++++++++++++++++ | 35% ~05s
|+++++++++++++++++++ | 36% ~05s
|+++++++++++++++++++ | 37% ~05s
|++++++++++++++++++++ | 38% ~05s
|++++++++++++++++++++ | 39% ~05s
|+++++++++++++++++++++ | 40% ~05s
|+++++++++++++++++++++ | 41% ~05s
|++++++++++++++++++++++ | 42% ~05s
|++++++++++++++++++++++ | 43% ~04s
|+++++++++++++++++++++++ | 44% ~04s
|+++++++++++++++++++++++ | 45% ~04s
|++++++++++++++++++++++++ | 46% ~04s
|++++++++++++++++++++++++ | 47% ~04s
|+++++++++++++++++++++++++ | 48% ~04s
|+++++++++++++++++++++++++ | 49% ~04s
|++++++++++++++++++++++++++ | 51% ~04s
|++++++++++++++++++++++++++ | 52% ~04s
|+++++++++++++++++++++++++++ | 53% ~04s
|+++++++++++++++++++++++++++ | 54% ~04s
|++++++++++++++++++++++++++++ | 55% ~04s
|++++++++++++++++++++++++++++ | 56% ~04s
|+++++++++++++++++++++++++++++ | 57% ~03s
|+++++++++++++++++++++++++++++ | 58% ~03s
|++++++++++++++++++++++++++++++ | 59% ~03s
|++++++++++++++++++++++++++++++ | 60% ~03s
|+++++++++++++++++++++++++++++++ | 61% ~03s
|+++++++++++++++++++++++++++++++ | 62% ~03s
|++++++++++++++++++++++++++++++++ | 63% ~03s
|++++++++++++++++++++++++++++++++ | 64% ~03s
|+++++++++++++++++++++++++++++++++ | 65% ~03s
|+++++++++++++++++++++++++++++++++ | 66% ~03s
|++++++++++++++++++++++++++++++++++ | 67% ~03s
|+++++++++++++++++++++++++++++++++++ | 68% ~03s
|+++++++++++++++++++++++++++++++++++ | 69% ~02s
|++++++++++++++++++++++++++++++++++++ | 70% ~02s
|++++++++++++++++++++++++++++++++++++ | 71% ~02s
|+++++++++++++++++++++++++++++++++++++ | 72% ~02s
|+++++++++++++++++++++++++++++++++++++ | 73% ~02s
|++++++++++++++++++++++++++++++++++++++ | 74% ~02s
|++++++++++++++++++++++++++++++++++++++ | 75% ~02s
|+++++++++++++++++++++++++++++++++++++++ | 76% ~02s
|+++++++++++++++++++++++++++++++++++++++ | 77% ~02s
|++++++++++++++++++++++++++++++++++++++++ | 78% ~02s
|++++++++++++++++++++++++++++++++++++++++ | 79% ~02s
|+++++++++++++++++++++++++++++++++++++++++ | 80% ~02s
|+++++++++++++++++++++++++++++++++++++++++ | 81% ~01s
|++++++++++++++++++++++++++++++++++++++++++ | 82% ~01s
|++++++++++++++++++++++++++++++++++++++++++ | 84% ~01s
|+++++++++++++++++++++++++++++++++++++++++++ | 85% ~01s
|+++++++++++++++++++++++++++++++++++++++++++ | 86% ~01s
|++++++++++++++++++++++++++++++++++++++++++++ | 87% ~01s
|++++++++++++++++++++++++++++++++++++++++++++ | 88% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++ | 89% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++ | 90% ~01s
|++++++++++++++++++++++++++++++++++++++++++++++ | 91% ~01s
|++++++++++++++++++++++++++++++++++++++++++++++ | 92% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++++ | 93% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++++ | 94% ~00s
|++++++++++++++++++++++++++++++++++++++++++++++++ | 95% ~00s
|++++++++++++++++++++++++++++++++++++++++++++++++ | 96% ~00s
|+++++++++++++++++++++++++++++++++++++++++++++++++ | 97% ~00s
|+++++++++++++++++++++++++++++++++++++++++++++++++ | 98% ~00s
|++++++++++++++++++++++++++++++++++++++++++++++++++| 99% ~00s
|++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=08s
Calculating cluster 24
| | 0 % ~calculating
|+ | 1 % ~11s
|+ | 2 % ~11s
|++ | 3 % ~11s
|++ | 4 % ~11s
|+++ | 5 % ~11s
|+++ | 6 % ~11s
|++++ | 7 % ~11s
|++++ | 8 % ~11s
|+++++ | 9 % ~10s
|+++++ | 10% ~10s
|++++++ | 11% ~10s
|++++++ | 12% ~10s
|+++++++ | 13% ~10s
|+++++++ | 14% ~10s
|++++++++ | 15% ~10s
|++++++++ | 16% ~10s
|+++++++++ | 17% ~10s
|+++++++++ | 18% ~10s
|++++++++++ | 19% ~10s
|++++++++++ | 20% ~09s
|+++++++++++ | 21% ~09s
|+++++++++++ | 22% ~09s
|++++++++++++ | 23% ~09s
|++++++++++++ | 24% ~09s
|+++++++++++++ | 25% ~09s
|+++++++++++++ | 26% ~09s
|++++++++++++++ | 27% ~09s
|++++++++++++++ | 28% ~08s
|+++++++++++++++ | 29% ~08s
|+++++++++++++++ | 30% ~08s
|++++++++++++++++ | 31% ~08s
|++++++++++++++++ | 32% ~08s
|+++++++++++++++++ | 33% ~08s
|+++++++++++++++++ | 34% ~08s
|++++++++++++++++++ | 35% ~08s
|++++++++++++++++++ | 36% ~07s
|+++++++++++++++++++ | 37% ~07s
|+++++++++++++++++++ | 38% ~07s
|++++++++++++++++++++ | 39% ~07s
|++++++++++++++++++++ | 40% ~07s
|+++++++++++++++++++++ | 41% ~07s
|+++++++++++++++++++++ | 42% ~07s
|++++++++++++++++++++++ | 43% ~07s
|++++++++++++++++++++++ | 44% ~07s
|+++++++++++++++++++++++ | 45% ~06s
|+++++++++++++++++++++++ | 46% ~06s
|++++++++++++++++++++++++ | 47% ~06s
|++++++++++++++++++++++++ | 48% ~06s
|+++++++++++++++++++++++++ | 49% ~06s
|+++++++++++++++++++++++++ | 50% ~06s
|++++++++++++++++++++++++++ | 51% ~06s
|++++++++++++++++++++++++++ | 52% ~09s
|+++++++++++++++++++++++++++ | 53% ~08s
|+++++++++++++++++++++++++++ | 54% ~08s
|++++++++++++++++++++++++++++ | 55% ~08s
|++++++++++++++++++++++++++++ | 56% ~08s
|+++++++++++++++++++++++++++++ | 57% ~08s
|+++++++++++++++++++++++++++++ | 58% ~07s
|++++++++++++++++++++++++++++++ | 59% ~07s
|++++++++++++++++++++++++++++++ | 60% ~07s
|+++++++++++++++++++++++++++++++ | 61% ~07s
|+++++++++++++++++++++++++++++++ | 62% ~07s
|++++++++++++++++++++++++++++++++ | 63% ~06s
|++++++++++++++++++++++++++++++++ | 64% ~06s
|+++++++++++++++++++++++++++++++++ | 65% ~06s
|+++++++++++++++++++++++++++++++++ | 66% ~06s
|++++++++++++++++++++++++++++++++++ | 67% ~06s
|++++++++++++++++++++++++++++++++++ | 68% ~05s
|+++++++++++++++++++++++++++++++++++ | 69% ~05s
|+++++++++++++++++++++++++++++++++++ | 70% ~05s
|++++++++++++++++++++++++++++++++++++ | 71% ~05s
|++++++++++++++++++++++++++++++++++++ | 72% ~05s
|+++++++++++++++++++++++++++++++++++++ | 73% ~04s
|+++++++++++++++++++++++++++++++++++++ | 74% ~04s
|++++++++++++++++++++++++++++++++++++++ | 75% ~04s
|++++++++++++++++++++++++++++++++++++++ | 76% ~04s
|+++++++++++++++++++++++++++++++++++++++ | 77% ~04s
|+++++++++++++++++++++++++++++++++++++++ | 78% ~04s
|++++++++++++++++++++++++++++++++++++++++ | 79% ~03s
|++++++++++++++++++++++++++++++++++++++++ | 80% ~03s
|+++++++++++++++++++++++++++++++++++++++++ | 81% ~03s
|+++++++++++++++++++++++++++++++++++++++++ | 82% ~03s
|++++++++++++++++++++++++++++++++++++++++++ | 83% ~03s
|++++++++++++++++++++++++++++++++++++++++++ | 84% ~03s
|+++++++++++++++++++++++++++++++++++++++++++ | 85% ~02s
|+++++++++++++++++++++++++++++++++++++++++++ | 86% ~02s
|++++++++++++++++++++++++++++++++++++++++++++ | 87% ~02s
|++++++++++++++++++++++++++++++++++++++++++++ | 88% ~02s
|+++++++++++++++++++++++++++++++++++++++++++++ | 89% ~02s
|+++++++++++++++++++++++++++++++++++++++++++++ | 90% ~02s
|++++++++++++++++++++++++++++++++++++++++++++++ | 91% ~01s
|++++++++++++++++++++++++++++++++++++++++++++++ | 92% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++++ | 93% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++++ | 94% ~01s
|++++++++++++++++++++++++++++++++++++++++++++++++ | 95% ~01s
|++++++++++++++++++++++++++++++++++++++++++++++++ | 96% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++++++ | 97% ~00s
|+++++++++++++++++++++++++++++++++++++++++++++++++ | 98% ~00s
|++++++++++++++++++++++++++++++++++++++++++++++++++| 99% ~00s
|++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=15s
Calculating cluster 6
| | 0 % ~calculating
|+ | 1 % ~10s
|++ | 2 % ~10s
|++ | 3 % ~09s
|+++ | 4 % ~09s
|+++ | 5 % ~09s
|++++ | 7 % ~09s
|++++ | 8 % ~09s
|+++++ | 9 % ~09s
|+++++ | 10% ~09s
|++++++ | 11% ~09s
|+++++++ | 12% ~08s
|+++++++ | 13% ~08s
|++++++++ | 14% ~08s
|++++++++ | 15% ~08s
|+++++++++ | 16% ~08s
|+++++++++ | 18% ~08s
|++++++++++ | 19% ~08s
|++++++++++ | 20% ~08s
|+++++++++++ | 21% ~08s
|+++++++++++ | 22% ~07s
|++++++++++++ | 23% ~07s
|+++++++++++++ | 24% ~07s
|+++++++++++++ | 25% ~07s
|++++++++++++++ | 26% ~07s
|++++++++++++++ | 27% ~07s
|+++++++++++++++ | 29% ~07s
|+++++++++++++++ | 30% ~07s
|++++++++++++++++ | 31% ~07s
|++++++++++++++++ | 32% ~06s
|+++++++++++++++++ | 33% ~06s
|++++++++++++++++++ | 34% ~06s
|++++++++++++++++++ | 35% ~06s
|+++++++++++++++++++ | 36% ~06s
|+++++++++++++++++++ | 37% ~06s
|++++++++++++++++++++ | 38% ~06s
|++++++++++++++++++++ | 40% ~06s
|+++++++++++++++++++++ | 41% ~06s
|+++++++++++++++++++++ | 42% ~06s
|++++++++++++++++++++++ | 43% ~05s
|++++++++++++++++++++++ | 44% ~05s
|+++++++++++++++++++++++ | 45% ~05s
|++++++++++++++++++++++++ | 46% ~05s
|++++++++++++++++++++++++ | 47% ~05s
|+++++++++++++++++++++++++ | 48% ~05s
|+++++++++++++++++++++++++ | 49% ~05s
|++++++++++++++++++++++++++ | 51% ~05s
|++++++++++++++++++++++++++ | 52% ~05s
|+++++++++++++++++++++++++++ | 53% ~05s
|+++++++++++++++++++++++++++ | 54% ~04s
|++++++++++++++++++++++++++++ | 55% ~04s
|+++++++++++++++++++++++++++++ | 56% ~04s
|+++++++++++++++++++++++++++++ | 57% ~04s
|++++++++++++++++++++++++++++++ | 58% ~04s
|++++++++++++++++++++++++++++++ | 59% ~04s
|+++++++++++++++++++++++++++++++ | 60% ~04s
|+++++++++++++++++++++++++++++++ | 62% ~04s
|++++++++++++++++++++++++++++++++ | 63% ~04s
|++++++++++++++++++++++++++++++++ | 64% ~04s
|+++++++++++++++++++++++++++++++++ | 65% ~03s
|+++++++++++++++++++++++++++++++++ | 66% ~03s
|++++++++++++++++++++++++++++++++++ | 67% ~03s
|+++++++++++++++++++++++++++++++++++ | 68% ~03s
|+++++++++++++++++++++++++++++++++++ | 69% ~03s
|++++++++++++++++++++++++++++++++++++ | 70% ~03s
|++++++++++++++++++++++++++++++++++++ | 71% ~03s
|+++++++++++++++++++++++++++++++++++++ | 73% ~03s
|+++++++++++++++++++++++++++++++++++++ | 74% ~03s
|++++++++++++++++++++++++++++++++++++++ | 75% ~02s
|++++++++++++++++++++++++++++++++++++++ | 76% ~02s
|+++++++++++++++++++++++++++++++++++++++ | 77% ~02s
|++++++++++++++++++++++++++++++++++++++++ | 78% ~02s
|++++++++++++++++++++++++++++++++++++++++ | 79% ~02s
|+++++++++++++++++++++++++++++++++++++++++ | 80% ~02s
|+++++++++++++++++++++++++++++++++++++++++ | 81% ~02s
|++++++++++++++++++++++++++++++++++++++++++ | 82% ~02s
|++++++++++++++++++++++++++++++++++++++++++ | 84% ~02s
|+++++++++++++++++++++++++++++++++++++++++++ | 85% ~01s
|+++++++++++++++++++++++++++++++++++++++++++ | 86% ~01s
|++++++++++++++++++++++++++++++++++++++++++++ | 87% ~01s
|++++++++++++++++++++++++++++++++++++++++++++ | 88% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++ | 89% ~01s
|++++++++++++++++++++++++++++++++++++++++++++++ | 90% ~01s
|++++++++++++++++++++++++++++++++++++++++++++++ | 91% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++++ | 92% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++++ | 93% ~01s
|++++++++++++++++++++++++++++++++++++++++++++++++ | 95% ~01s
|++++++++++++++++++++++++++++++++++++++++++++++++ | 96% ~00s
|+++++++++++++++++++++++++++++++++++++++++++++++++ | 97% ~00s
|+++++++++++++++++++++++++++++++++++++++++++++++++ | 98% ~00s
|++++++++++++++++++++++++++++++++++++++++++++++++++| 99% ~00s
|++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=09s
Calculating cluster 19
| | 0 % ~calculating
|+ | 1 % ~08s
|++ | 2 % ~09s
|++ | 3 % ~09s
|+++ | 4 % ~09s
|+++ | 5 % ~09s
|++++ | 6 % ~09s
|++++ | 8 % ~09s
|+++++ | 9 % ~08s
|+++++ | 10% ~17s
|++++++ | 11% ~16s
|++++++ | 12% ~16s
|+++++++ | 13% ~15s
|+++++++ | 14% ~14s
|++++++++ | 15% ~14s
|+++++++++ | 16% ~13s
|+++++++++ | 17% ~13s
|++++++++++ | 18% ~12s
|++++++++++ | 19% ~12s
|+++++++++++ | 20% ~12s
|+++++++++++ | 22% ~11s
|++++++++++++ | 23% ~11s
|++++++++++++ | 24% ~11s
|+++++++++++++ | 25% ~10s
|+++++++++++++ | 26% ~10s
|++++++++++++++ | 27% ~10s
|++++++++++++++ | 28% ~10s
|+++++++++++++++ | 29% ~09s
|++++++++++++++++ | 30% ~09s
|++++++++++++++++ | 31% ~09s
|+++++++++++++++++ | 32% ~09s
|+++++++++++++++++ | 33% ~08s
|++++++++++++++++++ | 34% ~08s
|++++++++++++++++++ | 35% ~08s
|+++++++++++++++++++ | 37% ~08s
|+++++++++++++++++++ | 38% ~08s
|++++++++++++++++++++ | 39% ~08s
|++++++++++++++++++++ | 40% ~07s
|+++++++++++++++++++++ | 41% ~07s
|+++++++++++++++++++++ | 42% ~07s
|++++++++++++++++++++++ | 43% ~07s
|+++++++++++++++++++++++ | 44% ~07s
|+++++++++++++++++++++++ | 45% ~07s
|++++++++++++++++++++++++ | 46% ~06s
|++++++++++++++++++++++++ | 47% ~06s
|+++++++++++++++++++++++++ | 48% ~06s
|+++++++++++++++++++++++++ | 49% ~06s
|++++++++++++++++++++++++++ | 51% ~06s
|++++++++++++++++++++++++++ | 52% ~06s
|+++++++++++++++++++++++++++ | 53% ~05s
|+++++++++++++++++++++++++++ | 54% ~05s
|++++++++++++++++++++++++++++ | 55% ~05s
|++++++++++++++++++++++++++++ | 56% ~05s
|+++++++++++++++++++++++++++++ | 57% ~05s
|++++++++++++++++++++++++++++++ | 58% ~05s
|++++++++++++++++++++++++++++++ | 59% ~05s
|+++++++++++++++++++++++++++++++ | 60% ~04s
|+++++++++++++++++++++++++++++++ | 61% ~04s
|++++++++++++++++++++++++++++++++ | 62% ~04s
|++++++++++++++++++++++++++++++++ | 63% ~04s
|+++++++++++++++++++++++++++++++++ | 65% ~04s
|+++++++++++++++++++++++++++++++++ | 66% ~04s
|++++++++++++++++++++++++++++++++++ | 67% ~04s
|++++++++++++++++++++++++++++++++++ | 68% ~04s
|+++++++++++++++++++++++++++++++++++ | 69% ~03s
|+++++++++++++++++++++++++++++++++++ | 70% ~03s
|++++++++++++++++++++++++++++++++++++ | 71% ~03s
|+++++++++++++++++++++++++++++++++++++ | 72% ~03s
|+++++++++++++++++++++++++++++++++++++ | 73% ~03s
|++++++++++++++++++++++++++++++++++++++ | 74% ~03s
|++++++++++++++++++++++++++++++++++++++ | 75% ~03s
|+++++++++++++++++++++++++++++++++++++++ | 76% ~03s
|+++++++++++++++++++++++++++++++++++++++ | 77% ~02s
|++++++++++++++++++++++++++++++++++++++++ | 78% ~02s
|++++++++++++++++++++++++++++++++++++++++ | 80% ~02s
|+++++++++++++++++++++++++++++++++++++++++ | 81% ~02s
|+++++++++++++++++++++++++++++++++++++++++ | 82% ~02s
|++++++++++++++++++++++++++++++++++++++++++ | 83% ~02s
|++++++++++++++++++++++++++++++++++++++++++ | 84% ~02s
|+++++++++++++++++++++++++++++++++++++++++++ | 85% ~02s
|++++++++++++++++++++++++++++++++++++++++++++ | 86% ~01s
|++++++++++++++++++++++++++++++++++++++++++++ | 87% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++ | 88% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++ | 89% ~01s
|++++++++++++++++++++++++++++++++++++++++++++++ | 90% ~01s
|++++++++++++++++++++++++++++++++++++++++++++++ | 91% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++++ | 92% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++++ | 94% ~01s
|++++++++++++++++++++++++++++++++++++++++++++++++ | 95% ~01s
|++++++++++++++++++++++++++++++++++++++++++++++++ | 96% ~00s
|+++++++++++++++++++++++++++++++++++++++++++++++++ | 97% ~00s
|+++++++++++++++++++++++++++++++++++++++++++++++++ | 98% ~00s
|++++++++++++++++++++++++++++++++++++++++++++++++++| 99% ~00s
|++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=10s
Calculating cluster 18
| | 0 % ~calculating
|+ | 1 % ~29s
|+ | 2 % ~30s
|++ | 3 % ~30s
|++ | 4 % ~30s
|+++ | 5 % ~29s
|+++ | 6 % ~29s
|++++ | 7 % ~29s
|++++ | 8 % ~29s
|+++++ | 9 % ~28s
|+++++ | 10% ~28s
|++++++ | 11% ~27s
|++++++ | 12% ~27s
|+++++++ | 13% ~30s
|+++++++ | 14% ~30s
|++++++++ | 15% ~30s
|++++++++ | 16% ~29s
|+++++++++ | 17% ~29s
|+++++++++ | 18% ~28s
|++++++++++ | 19% ~28s
|++++++++++ | 20% ~27s
|+++++++++++ | 21% ~27s
|+++++++++++ | 22% ~26s
|++++++++++++ | 23% ~26s
|++++++++++++ | 24% ~26s
|+++++++++++++ | 25% ~25s
|+++++++++++++ | 26% ~25s
|++++++++++++++ | 27% ~24s
|++++++++++++++ | 28% ~24s
|+++++++++++++++ | 29% ~24s
|+++++++++++++++ | 30% ~23s
|++++++++++++++++ | 31% ~23s
|++++++++++++++++ | 32% ~23s
|+++++++++++++++++ | 33% ~22s
|+++++++++++++++++ | 34% ~22s
|++++++++++++++++++ | 35% ~21s
|++++++++++++++++++ | 36% ~21s
|+++++++++++++++++++ | 37% ~21s
|+++++++++++++++++++ | 38% ~20s
|++++++++++++++++++++ | 39% ~20s
|++++++++++++++++++++ | 40% ~19s
|+++++++++++++++++++++ | 41% ~19s
|+++++++++++++++++++++ | 42% ~19s
|++++++++++++++++++++++ | 43% ~18s
|++++++++++++++++++++++ | 44% ~18s
|+++++++++++++++++++++++ | 45% ~17s
|+++++++++++++++++++++++ | 46% ~17s
|++++++++++++++++++++++++ | 47% ~17s
|++++++++++++++++++++++++ | 48% ~16s
|+++++++++++++++++++++++++ | 49% ~16s
|+++++++++++++++++++++++++ | 50% ~16s
|++++++++++++++++++++++++++ | 51% ~15s
|++++++++++++++++++++++++++ | 52% ~15s
|+++++++++++++++++++++++++++ | 53% ~15s
|+++++++++++++++++++++++++++ | 54% ~14s
|++++++++++++++++++++++++++++ | 55% ~14s
|++++++++++++++++++++++++++++ | 56% ~14s
|+++++++++++++++++++++++++++++ | 57% ~13s
|+++++++++++++++++++++++++++++ | 58% ~13s
|++++++++++++++++++++++++++++++ | 59% ~13s
|++++++++++++++++++++++++++++++ | 60% ~12s
|+++++++++++++++++++++++++++++++ | 61% ~12s
|+++++++++++++++++++++++++++++++ | 62% ~12s
|++++++++++++++++++++++++++++++++ | 63% ~12s
|++++++++++++++++++++++++++++++++ | 64% ~11s
|+++++++++++++++++++++++++++++++++ | 65% ~11s
|+++++++++++++++++++++++++++++++++ | 66% ~11s
|++++++++++++++++++++++++++++++++++ | 67% ~11s
|++++++++++++++++++++++++++++++++++ | 68% ~10s
|+++++++++++++++++++++++++++++++++++ | 69% ~10s
|+++++++++++++++++++++++++++++++++++ | 70% ~10s
|++++++++++++++++++++++++++++++++++++ | 71% ~09s
|++++++++++++++++++++++++++++++++++++ | 72% ~09s
|+++++++++++++++++++++++++++++++++++++ | 73% ~09s
|+++++++++++++++++++++++++++++++++++++ | 74% ~08s
|++++++++++++++++++++++++++++++++++++++ | 75% ~08s
|++++++++++++++++++++++++++++++++++++++ | 76% ~08s
|+++++++++++++++++++++++++++++++++++++++ | 77% ~07s
|+++++++++++++++++++++++++++++++++++++++ | 78% ~07s
|++++++++++++++++++++++++++++++++++++++++ | 79% ~07s
|++++++++++++++++++++++++++++++++++++++++ | 80% ~06s
|+++++++++++++++++++++++++++++++++++++++++ | 81% ~06s
|+++++++++++++++++++++++++++++++++++++++++ | 82% ~06s
|++++++++++++++++++++++++++++++++++++++++++ | 83% ~05s
|++++++++++++++++++++++++++++++++++++++++++ | 84% ~05s
|+++++++++++++++++++++++++++++++++++++++++++ | 85% ~05s
|+++++++++++++++++++++++++++++++++++++++++++ | 86% ~04s
|++++++++++++++++++++++++++++++++++++++++++++ | 87% ~04s
|++++++++++++++++++++++++++++++++++++++++++++ | 88% ~04s
|+++++++++++++++++++++++++++++++++++++++++++++ | 89% ~03s
|+++++++++++++++++++++++++++++++++++++++++++++ | 90% ~03s
|++++++++++++++++++++++++++++++++++++++++++++++ | 91% ~03s
|++++++++++++++++++++++++++++++++++++++++++++++ | 92% ~03s
|+++++++++++++++++++++++++++++++++++++++++++++++ | 93% ~02s
|+++++++++++++++++++++++++++++++++++++++++++++++ | 94% ~02s
|++++++++++++++++++++++++++++++++++++++++++++++++ | 95% ~02s
|++++++++++++++++++++++++++++++++++++++++++++++++ | 96% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++++++ | 97% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++++++ | 98% ~01s
|++++++++++++++++++++++++++++++++++++++++++++++++++| 99% ~00s
|++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=31s
Calculating cluster 21
| | 0 % ~calculating
|+ | 1 % ~06s
|++ | 2 % ~06s
|++ | 3 % ~07s
|+++ | 4 % ~06s
|+++ | 5 % ~06s
|++++ | 7 % ~06s
|++++ | 8 % ~06s
|+++++ | 9 % ~06s
|+++++ | 10% ~06s
|++++++ | 11% ~06s
|++++++ | 12% ~06s
|+++++++ | 13% ~05s
|++++++++ | 14% ~05s
|++++++++ | 15% ~05s
|+++++++++ | 16% ~05s
|+++++++++ | 17% ~05s
|++++++++++ | 18% ~05s
|++++++++++ | 20% ~05s
|+++++++++++ | 21% ~05s
|+++++++++++ | 22% ~05s
|++++++++++++ | 23% ~05s
|++++++++++++ | 24% ~05s
|+++++++++++++ | 25% ~05s
|++++++++++++++ | 26% ~05s
|++++++++++++++ | 27% ~05s
|+++++++++++++++ | 28% ~04s
|+++++++++++++++ | 29% ~04s
|++++++++++++++++ | 30% ~04s
|++++++++++++++++ | 32% ~04s
|+++++++++++++++++ | 33% ~04s
|+++++++++++++++++ | 34% ~04s
|++++++++++++++++++ | 35% ~04s
|++++++++++++++++++ | 36% ~04s
|+++++++++++++++++++ | 37% ~04s
|++++++++++++++++++++ | 38% ~04s
|++++++++++++++++++++ | 39% ~04s
|+++++++++++++++++++++ | 40% ~04s
|+++++++++++++++++++++ | 41% ~04s
|++++++++++++++++++++++ | 42% ~04s
|++++++++++++++++++++++ | 43% ~03s
|+++++++++++++++++++++++ | 45% ~03s
|+++++++++++++++++++++++ | 46% ~03s
|++++++++++++++++++++++++ | 47% ~03s
|++++++++++++++++++++++++ | 48% ~03s
|+++++++++++++++++++++++++ | 49% ~03s
|+++++++++++++++++++++++++ | 50% ~03s
|++++++++++++++++++++++++++ | 51% ~03s
|+++++++++++++++++++++++++++ | 52% ~03s
|+++++++++++++++++++++++++++ | 53% ~03s
|++++++++++++++++++++++++++++ | 54% ~03s
|++++++++++++++++++++++++++++ | 55% ~03s
|+++++++++++++++++++++++++++++ | 57% ~03s
|+++++++++++++++++++++++++++++ | 58% ~03s
|++++++++++++++++++++++++++++++ | 59% ~03s
|++++++++++++++++++++++++++++++ | 60% ~02s
|+++++++++++++++++++++++++++++++ | 61% ~02s
|+++++++++++++++++++++++++++++++ | 62% ~02s
|++++++++++++++++++++++++++++++++ | 63% ~02s
|+++++++++++++++++++++++++++++++++ | 64% ~02s
|+++++++++++++++++++++++++++++++++ | 65% ~02s
|++++++++++++++++++++++++++++++++++ | 66% ~02s
|++++++++++++++++++++++++++++++++++ | 67% ~02s
|+++++++++++++++++++++++++++++++++++ | 68% ~02s
|+++++++++++++++++++++++++++++++++++ | 70% ~02s
|++++++++++++++++++++++++++++++++++++ | 71% ~02s
|++++++++++++++++++++++++++++++++++++ | 72% ~02s
|+++++++++++++++++++++++++++++++++++++ | 73% ~02s
|+++++++++++++++++++++++++++++++++++++ | 74% ~02s
|++++++++++++++++++++++++++++++++++++++ | 75% ~02s
|+++++++++++++++++++++++++++++++++++++++ | 76% ~01s
|+++++++++++++++++++++++++++++++++++++++ | 77% ~01s
|++++++++++++++++++++++++++++++++++++++++ | 78% ~01s
|++++++++++++++++++++++++++++++++++++++++ | 79% ~01s
|+++++++++++++++++++++++++++++++++++++++++ | 80% ~01s
|+++++++++++++++++++++++++++++++++++++++++ | 82% ~01s
|++++++++++++++++++++++++++++++++++++++++++ | 83% ~01s
|++++++++++++++++++++++++++++++++++++++++++ | 84% ~01s
|+++++++++++++++++++++++++++++++++++++++++++ | 85% ~01s
|+++++++++++++++++++++++++++++++++++++++++++ | 86% ~01s
|++++++++++++++++++++++++++++++++++++++++++++ | 87% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++ | 88% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++ | 89% ~01s
|++++++++++++++++++++++++++++++++++++++++++++++ | 90% ~01s
|++++++++++++++++++++++++++++++++++++++++++++++ | 91% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++++ | 92% ~00s
|+++++++++++++++++++++++++++++++++++++++++++++++ | 93% ~00s
|++++++++++++++++++++++++++++++++++++++++++++++++ | 95% ~00s
|++++++++++++++++++++++++++++++++++++++++++++++++ | 96% ~00s
|+++++++++++++++++++++++++++++++++++++++++++++++++ | 97% ~00s
|+++++++++++++++++++++++++++++++++++++++++++++++++ | 98% ~00s
|++++++++++++++++++++++++++++++++++++++++++++++++++| 99% ~00s
|++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=07s
Calculating cluster 4
| | 0 % ~calculating
|+ | 1 % ~20s
|++ | 2 % ~20s
|++ | 3 % ~20s
|+++ | 4 % ~19s
|+++ | 5 % ~19s
|++++ | 6 % ~18s
|++++ | 7 % ~18s
|+++++ | 9 % ~18s
|+++++ | 10% ~18s
|++++++ | 11% ~18s
|++++++ | 12% ~17s
|+++++++ | 13% ~17s
|+++++++ | 14% ~17s
|++++++++ | 15% ~17s
|++++++++ | 16% ~17s
|+++++++++ | 17% ~17s
|++++++++++ | 18% ~16s
|++++++++++ | 19% ~16s
|+++++++++++ | 20% ~16s
|+++++++++++ | 21% ~16s
|++++++++++++ | 22% ~16s
|++++++++++++ | 23% ~15s
|+++++++++++++ | 24% ~15s
|+++++++++++++ | 26% ~15s
|++++++++++++++ | 27% ~15s
|++++++++++++++ | 28% ~14s
|+++++++++++++++ | 29% ~14s
|+++++++++++++++ | 30% ~14s
|++++++++++++++++ | 31% ~14s
|++++++++++++++++ | 32% ~14s
|+++++++++++++++++ | 33% ~13s
|++++++++++++++++++ | 34% ~13s
|++++++++++++++++++ | 35% ~13s
|+++++++++++++++++++ | 36% ~13s
|+++++++++++++++++++ | 37% ~13s
|++++++++++++++++++++ | 38% ~12s
|++++++++++++++++++++ | 39% ~12s
|+++++++++++++++++++++ | 40% ~12s
|+++++++++++++++++++++ | 41% ~12s
|++++++++++++++++++++++ | 43% ~11s
|++++++++++++++++++++++ | 44% ~11s
|+++++++++++++++++++++++ | 45% ~11s
|+++++++++++++++++++++++ | 46% ~11s
|++++++++++++++++++++++++ | 47% ~11s
|++++++++++++++++++++++++ | 48% ~10s
|+++++++++++++++++++++++++ | 49% ~10s
|+++++++++++++++++++++++++ | 50% ~10s
|++++++++++++++++++++++++++ | 51% ~10s
|+++++++++++++++++++++++++++ | 52% ~10s
|+++++++++++++++++++++++++++ | 53% ~09s
|++++++++++++++++++++++++++++ | 54% ~09s
|++++++++++++++++++++++++++++ | 55% ~09s
|+++++++++++++++++++++++++++++ | 56% ~09s
|+++++++++++++++++++++++++++++ | 57% ~09s
|++++++++++++++++++++++++++++++ | 59% ~08s
|++++++++++++++++++++++++++++++ | 60% ~08s
|+++++++++++++++++++++++++++++++ | 61% ~08s
|+++++++++++++++++++++++++++++++ | 62% ~08s
|++++++++++++++++++++++++++++++++ | 63% ~07s
|++++++++++++++++++++++++++++++++ | 64% ~07s
|+++++++++++++++++++++++++++++++++ | 65% ~07s
|+++++++++++++++++++++++++++++++++ | 66% ~07s
|++++++++++++++++++++++++++++++++++ | 67% ~07s
|+++++++++++++++++++++++++++++++++++ | 68% ~06s
|+++++++++++++++++++++++++++++++++++ | 69% ~06s
|++++++++++++++++++++++++++++++++++++ | 70% ~06s
|++++++++++++++++++++++++++++++++++++ | 71% ~06s
|+++++++++++++++++++++++++++++++++++++ | 72% ~06s
|+++++++++++++++++++++++++++++++++++++ | 73% ~05s
|++++++++++++++++++++++++++++++++++++++ | 74% ~05s
|++++++++++++++++++++++++++++++++++++++ | 76% ~05s
|+++++++++++++++++++++++++++++++++++++++ | 77% ~05s
|+++++++++++++++++++++++++++++++++++++++ | 78% ~04s
|++++++++++++++++++++++++++++++++++++++++ | 79% ~04s
|++++++++++++++++++++++++++++++++++++++++ | 80% ~04s
|+++++++++++++++++++++++++++++++++++++++++ | 81% ~04s
|+++++++++++++++++++++++++++++++++++++++++ | 82% ~04s
|++++++++++++++++++++++++++++++++++++++++++ | 83% ~03s
|+++++++++++++++++++++++++++++++++++++++++++ | 84% ~03s
|+++++++++++++++++++++++++++++++++++++++++++ | 85% ~03s
|++++++++++++++++++++++++++++++++++++++++++++ | 86% ~03s
|++++++++++++++++++++++++++++++++++++++++++++ | 87% ~03s
|+++++++++++++++++++++++++++++++++++++++++++++ | 88% ~02s
|+++++++++++++++++++++++++++++++++++++++++++++ | 89% ~02s
|++++++++++++++++++++++++++++++++++++++++++++++ | 90% ~02s
|++++++++++++++++++++++++++++++++++++++++++++++ | 91% ~02s
|+++++++++++++++++++++++++++++++++++++++++++++++ | 93% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++++ | 94% ~01s
|++++++++++++++++++++++++++++++++++++++++++++++++ | 95% ~01s
|++++++++++++++++++++++++++++++++++++++++++++++++ | 96% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++++++ | 97% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++++++ | 98% ~00s
|++++++++++++++++++++++++++++++++++++++++++++++++++| 99% ~00s
|++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=20s
Calculating cluster 7
| | 0 % ~calculating
|+ | 1 % ~11s
|++ | 2 % ~11s
|++ | 3 % ~10s
|+++ | 4 % ~10s
|+++ | 5 % ~10s
|++++ | 6 % ~10s
|++++ | 7 % ~09s
|+++++ | 8 % ~09s
|+++++ | 9 % ~09s
|++++++ | 10% ~09s
|++++++ | 11% ~09s
|+++++++ | 12% ~09s
|+++++++ | 13% ~09s
|++++++++ | 14% ~09s
|++++++++ | 15% ~09s
|+++++++++ | 16% ~09s
|+++++++++ | 17% ~08s
|++++++++++ | 18% ~08s
|++++++++++ | 19% ~08s
|+++++++++++ | 20% ~08s
|+++++++++++ | 21% ~08s
|++++++++++++ | 22% ~08s
|++++++++++++ | 23% ~08s
|+++++++++++++ | 24% ~07s
|+++++++++++++ | 25% ~07s
|++++++++++++++ | 26% ~07s
|++++++++++++++ | 27% ~07s
|+++++++++++++++ | 28% ~07s
|+++++++++++++++ | 29% ~07s
|++++++++++++++++ | 30% ~07s
|++++++++++++++++ | 31% ~07s
|+++++++++++++++++ | 32% ~07s
|+++++++++++++++++ | 33% ~06s
|++++++++++++++++++ | 34% ~06s
|++++++++++++++++++ | 35% ~06s
|+++++++++++++++++++ | 36% ~06s
|+++++++++++++++++++ | 37% ~06s
|++++++++++++++++++++ | 38% ~06s
|++++++++++++++++++++ | 39% ~11s
|+++++++++++++++++++++ | 40% ~11s
|+++++++++++++++++++++ | 41% ~11s
|++++++++++++++++++++++ | 42% ~10s
|++++++++++++++++++++++ | 43% ~10s
|+++++++++++++++++++++++ | 44% ~10s
|+++++++++++++++++++++++ | 45% ~09s
|++++++++++++++++++++++++ | 46% ~09s
|++++++++++++++++++++++++ | 47% ~09s
|+++++++++++++++++++++++++ | 48% ~09s
|+++++++++++++++++++++++++ | 49% ~08s
|++++++++++++++++++++++++++ | 51% ~08s
|++++++++++++++++++++++++++ | 52% ~08s
|+++++++++++++++++++++++++++ | 53% ~08s
|+++++++++++++++++++++++++++ | 54% ~07s
|++++++++++++++++++++++++++++ | 55% ~07s
|++++++++++++++++++++++++++++ | 56% ~07s
|+++++++++++++++++++++++++++++ | 57% ~07s
|+++++++++++++++++++++++++++++ | 58% ~07s
|++++++++++++++++++++++++++++++ | 59% ~06s
|++++++++++++++++++++++++++++++ | 60% ~06s
|+++++++++++++++++++++++++++++++ | 61% ~06s
|+++++++++++++++++++++++++++++++ | 62% ~06s
|++++++++++++++++++++++++++++++++ | 63% ~06s
|++++++++++++++++++++++++++++++++ | 64% ~05s
|+++++++++++++++++++++++++++++++++ | 65% ~05s
|+++++++++++++++++++++++++++++++++ | 66% ~05s
|++++++++++++++++++++++++++++++++++ | 67% ~05s
|++++++++++++++++++++++++++++++++++ | 68% ~05s
|+++++++++++++++++++++++++++++++++++ | 69% ~05s
|+++++++++++++++++++++++++++++++++++ | 70% ~04s
|++++++++++++++++++++++++++++++++++++ | 71% ~04s
|++++++++++++++++++++++++++++++++++++ | 72% ~04s
|+++++++++++++++++++++++++++++++++++++ | 73% ~04s
|+++++++++++++++++++++++++++++++++++++ | 74% ~04s
|++++++++++++++++++++++++++++++++++++++ | 75% ~04s
|++++++++++++++++++++++++++++++++++++++ | 76% ~03s
|+++++++++++++++++++++++++++++++++++++++ | 77% ~03s
|+++++++++++++++++++++++++++++++++++++++ | 78% ~03s
|++++++++++++++++++++++++++++++++++++++++ | 79% ~03s
|++++++++++++++++++++++++++++++++++++++++ | 80% ~03s
|+++++++++++++++++++++++++++++++++++++++++ | 81% ~03s
|+++++++++++++++++++++++++++++++++++++++++ | 82% ~03s
|++++++++++++++++++++++++++++++++++++++++++ | 83% ~02s
|++++++++++++++++++++++++++++++++++++++++++ | 84% ~02s
|+++++++++++++++++++++++++++++++++++++++++++ | 85% ~02s
|+++++++++++++++++++++++++++++++++++++++++++ | 86% ~02s
|++++++++++++++++++++++++++++++++++++++++++++ | 87% ~02s
|++++++++++++++++++++++++++++++++++++++++++++ | 88% ~02s
|+++++++++++++++++++++++++++++++++++++++++++++ | 89% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++ | 90% ~01s
|++++++++++++++++++++++++++++++++++++++++++++++ | 91% ~01s
|++++++++++++++++++++++++++++++++++++++++++++++ | 92% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++++ | 93% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++++ | 94% ~01s
|++++++++++++++++++++++++++++++++++++++++++++++++ | 95% ~01s
|++++++++++++++++++++++++++++++++++++++++++++++++ | 96% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++++++ | 97% ~00s
|+++++++++++++++++++++++++++++++++++++++++++++++++ | 98% ~00s
|++++++++++++++++++++++++++++++++++++++++++++++++++| 99% ~00s
|++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=13s
Calculating cluster 8
| | 0 % ~calculating
|+ | 1 % ~17s
|++ | 2 % ~18s
|++ | 3 % ~18s
|+++ | 4 % ~18s
|+++ | 5 % ~18s
|++++ | 6 % ~18s
|++++ | 7 % ~17s
|+++++ | 8 % ~17s
|+++++ | 9 % ~17s
|++++++ | 10% ~17s
|++++++ | 11% ~17s
|+++++++ | 12% ~17s
|+++++++ | 13% ~16s
|++++++++ | 14% ~16s
|++++++++ | 15% ~16s
|+++++++++ | 16% ~16s
|+++++++++ | 18% ~16s
|++++++++++ | 19% ~15s
|++++++++++ | 20% ~15s
|+++++++++++ | 21% ~15s
|+++++++++++ | 22% ~15s
|++++++++++++ | 23% ~15s
|++++++++++++ | 24% ~14s
|+++++++++++++ | 25% ~14s
|+++++++++++++ | 26% ~14s
|++++++++++++++ | 27% ~14s
|++++++++++++++ | 28% ~14s
|+++++++++++++++ | 29% ~14s
|+++++++++++++++ | 30% ~13s
|++++++++++++++++ | 31% ~13s
|++++++++++++++++ | 32% ~13s
|+++++++++++++++++ | 33% ~13s
|++++++++++++++++++ | 34% ~13s
|++++++++++++++++++ | 35% ~12s
|+++++++++++++++++++ | 36% ~12s
|+++++++++++++++++++ | 37% ~12s
|++++++++++++++++++++ | 38% ~12s
|++++++++++++++++++++ | 39% ~12s
|+++++++++++++++++++++ | 40% ~11s
|+++++++++++++++++++++ | 41% ~11s
|++++++++++++++++++++++ | 42% ~11s
|++++++++++++++++++++++ | 43% ~11s
|+++++++++++++++++++++++ | 44% ~11s
|+++++++++++++++++++++++ | 45% ~10s
|++++++++++++++++++++++++ | 46% ~10s
|++++++++++++++++++++++++ | 47% ~10s
|+++++++++++++++++++++++++ | 48% ~10s
|+++++++++++++++++++++++++ | 49% ~10s
|++++++++++++++++++++++++++ | 51% ~09s
|++++++++++++++++++++++++++ | 52% ~09s
|+++++++++++++++++++++++++++ | 53% ~09s
|+++++++++++++++++++++++++++ | 54% ~09s
|++++++++++++++++++++++++++++ | 55% ~09s
|++++++++++++++++++++++++++++ | 56% ~08s
|+++++++++++++++++++++++++++++ | 57% ~08s
|+++++++++++++++++++++++++++++ | 58% ~08s
|++++++++++++++++++++++++++++++ | 59% ~08s
|++++++++++++++++++++++++++++++ | 60% ~08s
|+++++++++++++++++++++++++++++++ | 61% ~07s
|+++++++++++++++++++++++++++++++ | 62% ~07s
|++++++++++++++++++++++++++++++++ | 63% ~07s
|++++++++++++++++++++++++++++++++ | 64% ~07s
|+++++++++++++++++++++++++++++++++ | 65% ~07s
|+++++++++++++++++++++++++++++++++ | 66% ~06s
|++++++++++++++++++++++++++++++++++ | 67% ~06s
|+++++++++++++++++++++++++++++++++++ | 68% ~06s
|+++++++++++++++++++++++++++++++++++ | 69% ~06s
|++++++++++++++++++++++++++++++++++++ | 70% ~06s
|++++++++++++++++++++++++++++++++++++ | 71% ~05s
|+++++++++++++++++++++++++++++++++++++ | 72% ~05s
|+++++++++++++++++++++++++++++++++++++ | 73% ~05s
|++++++++++++++++++++++++++++++++++++++ | 74% ~05s
|++++++++++++++++++++++++++++++++++++++ | 75% ~05s
|+++++++++++++++++++++++++++++++++++++++ | 76% ~05s
|+++++++++++++++++++++++++++++++++++++++ | 77% ~04s
|++++++++++++++++++++++++++++++++++++++++ | 78% ~04s
|++++++++++++++++++++++++++++++++++++++++ | 79% ~04s
|+++++++++++++++++++++++++++++++++++++++++ | 80% ~04s
|+++++++++++++++++++++++++++++++++++++++++ | 81% ~04s
|++++++++++++++++++++++++++++++++++++++++++ | 82% ~03s
|++++++++++++++++++++++++++++++++++++++++++ | 84% ~03s
|+++++++++++++++++++++++++++++++++++++++++++ | 85% ~03s
|+++++++++++++++++++++++++++++++++++++++++++ | 86% ~03s
|++++++++++++++++++++++++++++++++++++++++++++ | 87% ~03s
|++++++++++++++++++++++++++++++++++++++++++++ | 88% ~02s
|+++++++++++++++++++++++++++++++++++++++++++++ | 89% ~02s
|+++++++++++++++++++++++++++++++++++++++++++++ | 90% ~02s
|++++++++++++++++++++++++++++++++++++++++++++++ | 91% ~02s
|++++++++++++++++++++++++++++++++++++++++++++++ | 92% ~02s
|+++++++++++++++++++++++++++++++++++++++++++++++ | 93% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++++ | 94% ~01s
|++++++++++++++++++++++++++++++++++++++++++++++++ | 95% ~01s
|++++++++++++++++++++++++++++++++++++++++++++++++ | 96% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++++++ | 97% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++++++ | 98% ~00s
|++++++++++++++++++++++++++++++++++++++++++++++++++| 99% ~00s
|++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=19s
Calculating cluster 20
| | 0 % ~calculating
|+ | 1 % ~11s
|+ | 2 % ~09s
|++ | 3 % ~10s
|++ | 4 % ~09s
|+++ | 5 % ~09s
|+++ | 6 % ~09s
|++++ | 7 % ~09s
|++++ | 8 % ~09s
|+++++ | 9 % ~09s
|+++++ | 10% ~08s
|++++++ | 11% ~08s
|++++++ | 12% ~08s
|+++++++ | 13% ~08s
|+++++++ | 14% ~08s
|++++++++ | 15% ~08s
|++++++++ | 16% ~08s
|+++++++++ | 17% ~08s
|+++++++++ | 18% ~08s
|++++++++++ | 19% ~08s
|++++++++++ | 20% ~08s
|+++++++++++ | 21% ~08s
|+++++++++++ | 22% ~07s
|++++++++++++ | 23% ~07s
|++++++++++++ | 24% ~07s
|+++++++++++++ | 25% ~07s
|+++++++++++++ | 26% ~07s
|++++++++++++++ | 27% ~07s
|++++++++++++++ | 28% ~07s
|+++++++++++++++ | 29% ~07s
|+++++++++++++++ | 30% ~07s
|++++++++++++++++ | 31% ~07s
|++++++++++++++++ | 32% ~07s
|+++++++++++++++++ | 33% ~06s
|+++++++++++++++++ | 34% ~06s
|++++++++++++++++++ | 35% ~06s
|++++++++++++++++++ | 36% ~06s
|+++++++++++++++++++ | 37% ~06s
|+++++++++++++++++++ | 38% ~06s
|++++++++++++++++++++ | 39% ~06s
|++++++++++++++++++++ | 40% ~06s
|+++++++++++++++++++++ | 41% ~06s
|+++++++++++++++++++++ | 42% ~06s
|++++++++++++++++++++++ | 43% ~05s
|++++++++++++++++++++++ | 44% ~05s
|+++++++++++++++++++++++ | 45% ~05s
|+++++++++++++++++++++++ | 46% ~05s
|++++++++++++++++++++++++ | 47% ~05s
|++++++++++++++++++++++++ | 48% ~05s
|+++++++++++++++++++++++++ | 49% ~05s
|+++++++++++++++++++++++++ | 50% ~05s
|++++++++++++++++++++++++++ | 51% ~05s
|++++++++++++++++++++++++++ | 52% ~05s
|+++++++++++++++++++++++++++ | 53% ~04s
|+++++++++++++++++++++++++++ | 54% ~04s
|++++++++++++++++++++++++++++ | 55% ~04s
|++++++++++++++++++++++++++++ | 56% ~04s
|+++++++++++++++++++++++++++++ | 57% ~04s
|+++++++++++++++++++++++++++++ | 58% ~04s
|++++++++++++++++++++++++++++++ | 59% ~04s
|++++++++++++++++++++++++++++++ | 60% ~04s
|+++++++++++++++++++++++++++++++ | 61% ~04s
|+++++++++++++++++++++++++++++++ | 62% ~04s
|++++++++++++++++++++++++++++++++ | 63% ~07s
|++++++++++++++++++++++++++++++++ | 64% ~06s
|+++++++++++++++++++++++++++++++++ | 65% ~06s
|+++++++++++++++++++++++++++++++++ | 66% ~06s
|++++++++++++++++++++++++++++++++++ | 67% ~06s
|++++++++++++++++++++++++++++++++++ | 68% ~06s
|+++++++++++++++++++++++++++++++++++ | 69% ~05s
|+++++++++++++++++++++++++++++++++++ | 70% ~05s
|++++++++++++++++++++++++++++++++++++ | 71% ~05s
|++++++++++++++++++++++++++++++++++++ | 72% ~05s
|+++++++++++++++++++++++++++++++++++++ | 73% ~05s
|+++++++++++++++++++++++++++++++++++++ | 74% ~04s
|++++++++++++++++++++++++++++++++++++++ | 75% ~04s
|++++++++++++++++++++++++++++++++++++++ | 76% ~04s
|+++++++++++++++++++++++++++++++++++++++ | 77% ~04s
|+++++++++++++++++++++++++++++++++++++++ | 78% ~04s
|++++++++++++++++++++++++++++++++++++++++ | 79% ~03s
|++++++++++++++++++++++++++++++++++++++++ | 80% ~03s
|+++++++++++++++++++++++++++++++++++++++++ | 81% ~03s
|+++++++++++++++++++++++++++++++++++++++++ | 82% ~03s
|++++++++++++++++++++++++++++++++++++++++++ | 83% ~03s
|++++++++++++++++++++++++++++++++++++++++++ | 84% ~03s
|+++++++++++++++++++++++++++++++++++++++++++ | 85% ~02s
|+++++++++++++++++++++++++++++++++++++++++++ | 86% ~02s
|++++++++++++++++++++++++++++++++++++++++++++ | 87% ~02s
|++++++++++++++++++++++++++++++++++++++++++++ | 88% ~02s
|+++++++++++++++++++++++++++++++++++++++++++++ | 89% ~02s
|+++++++++++++++++++++++++++++++++++++++++++++ | 90% ~02s
|++++++++++++++++++++++++++++++++++++++++++++++ | 91% ~01s
|++++++++++++++++++++++++++++++++++++++++++++++ | 92% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++++ | 93% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++++ | 94% ~01s
|++++++++++++++++++++++++++++++++++++++++++++++++ | 95% ~01s
|++++++++++++++++++++++++++++++++++++++++++++++++ | 96% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++++++ | 97% ~00s
|+++++++++++++++++++++++++++++++++++++++++++++++++ | 98% ~00s
|++++++++++++++++++++++++++++++++++++++++++++++++++| 99% ~00s
|++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=15s
SaveDotPlots(obj.opossum.glutamatergic, markers.opossum.glutamatergic,
subclass.labels, ident.labels,
"E:/Transcriptomics_V1/Opossum/seurat/cell_types/Glutamatergic/", "ENSMODG")
Saving 24 x 7 in image
SaveFeaturePlots(obj.opossum.glutamatergic, markers.opossum.glutamatergic,
subclass.labels, ident.labels,
"E:/Transcriptomics_V1/Opossum/seurat/cell_types/Glutamatergic/")
subclass.labels <- c("IT_A", "IT_B", "IT_C", "IT_D", "L5PT", "L6CT")
ident.labels <- c("SCT_snn_res.0.2", "SCT_snn_res.0.5", "SCT_snn_res.1.5")
for (sbcl in subclass.labels) {
for (id in ident.labels) {
p <- PlotIdentGeneCounts(markers.opossum.glutamatergic, sbcl, id)
p <- p + theme(aspect.ratio = 1) # Make plot square
print(p)
}
}
NULL
Warning: Using `size` aesthetic for lines was deprecated in ggplot2 3.4.0.
Please use `linewidth` instead.
NULL
NULL
NULL
NULL
NULL
NULL
NULL
NULL









DefaultAssay(obj.opossum.glutamatergic) <- "SCT"
ident = "SCT_snn_res.2"
gene <- "Pvalb"
DimPlot(obj.opossum.glutamatergic, reduction = "umap", group.by = ident, label = TRUE, raster = FALSE) + NoLegend() + xlim(-18, 18) + ylim(-18, 18) + coord_equal()
FeaturePlot(obj.opossum.glutamatergic, gene, raster = FALSE) + xlim(-18, 18) + ylim(-18, 18) + coord_equal()
VlnPlot(obj.opossum.glutamatergic, gene, group.by = ident)
# whole-transcriptome cross-validated classification
subclass.labels <- c("IT_A", "IT_B", "IT_C", "IT_D", "L5PT", "L6CT")
ident.labels <- c("SCT_snn_res.0.2", "SCT_snn_res.0.5", "SCT_snn_res.1.5")
SaveIdentConfusionMatrices(obj.opossum.glutamatergic, subclass.labels, ident.labels,
"E:/Transcriptomics_V1/Opossum/seurat/cell_types/Glutamatergic/")
Warning: package ‘xgboost’ was built under R version 4.3.1
Attaching package: ‘xgboost’
The following object is masked from ‘package:dplyr’:
slice
# label subclasses and types
obj.opossum.glutamatergic$subclass <- NA
obj.opossum.glutamatergic$type <- NA
subclass.resolutions <- rev(list(IT_A = 0.5, IT_B = 0.5, IT_C = 0.5, IT_D = 0.5, L5PT = 1.5, L5NP = 0.5, L6CT = 1.5, L6b = 0.5))
obj.opossum.glutamatergic <- LabelCells(obj.opossum.glutamatergic, subclass.resolutions)
Warning: NAs present in type column...
DimPlot(obj.opossum.glutamatergic, reduction = "umap", group.by = "subclass", label = TRUE, raster = FALSE) + NoLegend() + xlim(-18, 18) + ylim(-18, 18) + coord_equal()

DimPlot(obj.opossum.glutamatergic, reduction = "umap", group.by = "type", label = TRUE, raster = FALSE) + NoLegend() + xlim(-18, 18) + ylim(-18, 18) + coord_equal()

# Plot relative subclass proportions
Idents(obj.opossum.glutamatergic) <- "subclass"
levels(obj.opossum.glutamatergic) <- c("IT_A", "IT_B", "IT_C", "IT_D", "L5PT", "L5NP", "L6CT", "L6b")
IdentBySample(obj.opossum.glutamatergic, y_limits = c(0, 0.60))
subclass.labels <- c("IT_A", "IT_B", "IT_C", "L5PT", "L6CT")
ident.labels <- c("type")
subclass.markers.opossum.glutamatergic <- SubclassMarkerDict(obj.opossum.glutamatergic, "subclass",
"E:/Transcriptomics_V1/Opossum/seurat/marker_genes/Glutamatergic/markerdict_subclass.rds")
Calculating cluster IT_A
| | 0 % ~calculating
|+ | 1 % ~39s
|++ | 2 % ~39s
|++ | 3 % ~39s
|+++ | 4 % ~38s
|+++ | 5 % ~39s
|++++ | 7 % ~38s
|++++ | 8 % ~38s
|+++++ | 9 % ~37s
|+++++ | 10% ~37s
|++++++ | 11% ~37s
|++++++ | 12% ~36s
|+++++++ | 13% ~36s
|++++++++ | 14% ~35s
|++++++++ | 15% ~35s
|+++++++++ | 16% ~35s
|+++++++++ | 17% ~34s
|++++++++++ | 18% ~34s
|++++++++++ | 20% ~33s
|+++++++++++ | 21% ~33s
|+++++++++++ | 22% ~32s
|++++++++++++ | 23% ~32s
|++++++++++++ | 24% ~31s
|+++++++++++++ | 25% ~31s
|++++++++++++++ | 26% ~30s
|++++++++++++++ | 27% ~30s
|+++++++++++++++ | 28% ~29s
|+++++++++++++++ | 29% ~29s
|++++++++++++++++ | 30% ~29s
|++++++++++++++++ | 32% ~28s
|+++++++++++++++++ | 33% ~28s
|+++++++++++++++++ | 34% ~27s
|++++++++++++++++++ | 35% ~27s
|++++++++++++++++++ | 36% ~26s
|+++++++++++++++++++ | 37% ~26s
|++++++++++++++++++++ | 38% ~26s
|++++++++++++++++++++ | 39% ~25s
|+++++++++++++++++++++ | 40% ~25s
|+++++++++++++++++++++ | 41% ~24s
|++++++++++++++++++++++ | 42% ~24s
|++++++++++++++++++++++ | 43% ~23s
|+++++++++++++++++++++++ | 45% ~23s
|+++++++++++++++++++++++ | 46% ~23s
|++++++++++++++++++++++++ | 47% ~22s
|++++++++++++++++++++++++ | 48% ~22s
|+++++++++++++++++++++++++ | 49% ~21s
|+++++++++++++++++++++++++ | 50% ~21s
|++++++++++++++++++++++++++ | 51% ~21s
|+++++++++++++++++++++++++++ | 52% ~20s
|+++++++++++++++++++++++++++ | 53% ~20s
|++++++++++++++++++++++++++++ | 54% ~19s
|++++++++++++++++++++++++++++ | 55% ~19s
|+++++++++++++++++++++++++++++ | 57% ~18s
|+++++++++++++++++++++++++++++ | 58% ~18s
|++++++++++++++++++++++++++++++ | 59% ~17s
|++++++++++++++++++++++++++++++ | 60% ~17s
|+++++++++++++++++++++++++++++++ | 61% ~17s
|+++++++++++++++++++++++++++++++ | 62% ~16s
|++++++++++++++++++++++++++++++++ | 63% ~16s
|+++++++++++++++++++++++++++++++++ | 64% ~15s
|+++++++++++++++++++++++++++++++++ | 65% ~15s
|++++++++++++++++++++++++++++++++++ | 66% ~14s
|++++++++++++++++++++++++++++++++++ | 67% ~14s
|+++++++++++++++++++++++++++++++++++ | 68% ~13s
|+++++++++++++++++++++++++++++++++++ | 70% ~13s
|++++++++++++++++++++++++++++++++++++ | 71% ~12s
|++++++++++++++++++++++++++++++++++++ | 72% ~12s
|+++++++++++++++++++++++++++++++++++++ | 73% ~12s
|+++++++++++++++++++++++++++++++++++++ | 74% ~11s
|++++++++++++++++++++++++++++++++++++++ | 75% ~11s
|+++++++++++++++++++++++++++++++++++++++ | 76% ~10s
|+++++++++++++++++++++++++++++++++++++++ | 77% ~10s
|++++++++++++++++++++++++++++++++++++++++ | 78% ~09s
|++++++++++++++++++++++++++++++++++++++++ | 79% ~09s
|+++++++++++++++++++++++++++++++++++++++++ | 80% ~08s
|+++++++++++++++++++++++++++++++++++++++++ | 82% ~08s
|++++++++++++++++++++++++++++++++++++++++++ | 83% ~07s
|++++++++++++++++++++++++++++++++++++++++++ | 84% ~07s
|+++++++++++++++++++++++++++++++++++++++++++ | 85% ~06s
|+++++++++++++++++++++++++++++++++++++++++++ | 86% ~06s
|++++++++++++++++++++++++++++++++++++++++++++ | 87% ~06s
|+++++++++++++++++++++++++++++++++++++++++++++ | 88% ~05s
|+++++++++++++++++++++++++++++++++++++++++++++ | 89% ~05s
|++++++++++++++++++++++++++++++++++++++++++++++ | 90% ~04s
|++++++++++++++++++++++++++++++++++++++++++++++ | 91% ~04s
|+++++++++++++++++++++++++++++++++++++++++++++++ | 92% ~03s
|+++++++++++++++++++++++++++++++++++++++++++++++ | 93% ~03s
|++++++++++++++++++++++++++++++++++++++++++++++++ | 95% ~02s
|++++++++++++++++++++++++++++++++++++++++++++++++ | 96% ~02s
|+++++++++++++++++++++++++++++++++++++++++++++++++ | 97% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++++++ | 98% ~01s
|++++++++++++++++++++++++++++++++++++++++++++++++++| 99% ~00s
|++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=50s
Calculating cluster L5NP
| | 0 % ~calculating
|+ | 1 % ~01m 10s
|++ | 2 % ~01m 10s
|++ | 3 % ~01m 09s
|+++ | 4 % ~01m 09s
|+++ | 5 % ~01m 08s
|++++ | 6 % ~01m 07s
|++++ | 7 % ~01m 06s
|+++++ | 9 % ~01m 06s
|+++++ | 10% ~01m 05s
|++++++ | 11% ~01m 05s
|++++++ | 12% ~01m 04s
|+++++++ | 13% ~01m 04s
|+++++++ | 14% ~01m 03s
|++++++++ | 15% ~01m 02s
|++++++++ | 16% ~01m 01s
|+++++++++ | 17% ~01m 00s
|++++++++++ | 18% ~59s
|++++++++++ | 19% ~58s
|+++++++++++ | 20% ~58s
|+++++++++++ | 21% ~57s
|++++++++++++ | 22% ~56s
|++++++++++++ | 23% ~55s
|+++++++++++++ | 24% ~54s
|+++++++++++++ | 26% ~53s
|++++++++++++++ | 27% ~53s
|++++++++++++++ | 28% ~52s
|+++++++++++++++ | 29% ~51s
|+++++++++++++++ | 30% ~50s
|++++++++++++++++ | 31% ~50s
|++++++++++++++++ | 32% ~49s
|+++++++++++++++++ | 33% ~48s
|++++++++++++++++++ | 34% ~47s
|++++++++++++++++++ | 35% ~47s
|+++++++++++++++++++ | 36% ~46s
|+++++++++++++++++++ | 37% ~45s
|++++++++++++++++++++ | 38% ~45s
|++++++++++++++++++++ | 39% ~44s
|+++++++++++++++++++++ | 40% ~43s
|+++++++++++++++++++++ | 41% ~42s
|++++++++++++++++++++++ | 43% ~42s
|++++++++++++++++++++++ | 44% ~41s
|+++++++++++++++++++++++ | 45% ~40s
|+++++++++++++++++++++++ | 46% ~39s
|++++++++++++++++++++++++ | 47% ~38s
|++++++++++++++++++++++++ | 48% ~38s
|+++++++++++++++++++++++++ | 49% ~37s
|+++++++++++++++++++++++++ | 50% ~36s
|++++++++++++++++++++++++++ | 51% ~35s
|+++++++++++++++++++++++++++ | 52% ~35s
|+++++++++++++++++++++++++++ | 53% ~34s
|++++++++++++++++++++++++++++ | 54% ~33s
|++++++++++++++++++++++++++++ | 55% ~32s
|+++++++++++++++++++++++++++++ | 56% ~31s
|+++++++++++++++++++++++++++++ | 57% ~31s
|++++++++++++++++++++++++++++++ | 59% ~30s
|++++++++++++++++++++++++++++++ | 60% ~29s
|+++++++++++++++++++++++++++++++ | 61% ~28s
|+++++++++++++++++++++++++++++++ | 62% ~28s
|++++++++++++++++++++++++++++++++ | 63% ~27s
|++++++++++++++++++++++++++++++++ | 64% ~26s
|+++++++++++++++++++++++++++++++++ | 65% ~25s
|+++++++++++++++++++++++++++++++++ | 66% ~24s
|++++++++++++++++++++++++++++++++++ | 67% ~24s
|+++++++++++++++++++++++++++++++++++ | 68% ~23s
|+++++++++++++++++++++++++++++++++++ | 69% ~22s
|++++++++++++++++++++++++++++++++++++ | 70% ~21s
|++++++++++++++++++++++++++++++++++++ | 71% ~21s
|+++++++++++++++++++++++++++++++++++++ | 72% ~20s
|+++++++++++++++++++++++++++++++++++++ | 73% ~19s
|++++++++++++++++++++++++++++++++++++++ | 74% ~18s
|++++++++++++++++++++++++++++++++++++++ | 76% ~18s
|+++++++++++++++++++++++++++++++++++++++ | 77% ~17s
|+++++++++++++++++++++++++++++++++++++++ | 78% ~16s
|++++++++++++++++++++++++++++++++++++++++ | 79% ~15s
|++++++++++++++++++++++++++++++++++++++++ | 80% ~14s
|+++++++++++++++++++++++++++++++++++++++++ | 81% ~14s
|+++++++++++++++++++++++++++++++++++++++++ | 82% ~13s
|++++++++++++++++++++++++++++++++++++++++++ | 83% ~12s
|+++++++++++++++++++++++++++++++++++++++++++ | 84% ~11s
|+++++++++++++++++++++++++++++++++++++++++++ | 85% ~11s
|++++++++++++++++++++++++++++++++++++++++++++ | 86% ~10s
|++++++++++++++++++++++++++++++++++++++++++++ | 87% ~09s
|+++++++++++++++++++++++++++++++++++++++++++++ | 88% ~08s
|+++++++++++++++++++++++++++++++++++++++++++++ | 89% ~08s
|++++++++++++++++++++++++++++++++++++++++++++++ | 90% ~07s
|++++++++++++++++++++++++++++++++++++++++++++++ | 91% ~06s
|+++++++++++++++++++++++++++++++++++++++++++++++ | 93% ~05s
|+++++++++++++++++++++++++++++++++++++++++++++++ | 94% ~05s
|++++++++++++++++++++++++++++++++++++++++++++++++ | 95% ~04s
|++++++++++++++++++++++++++++++++++++++++++++++++ | 96% ~03s
|+++++++++++++++++++++++++++++++++++++++++++++++++ | 97% ~02s
|+++++++++++++++++++++++++++++++++++++++++++++++++ | 98% ~02s
|++++++++++++++++++++++++++++++++++++++++++++++++++| 99% ~01s
|++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=01m 11s
Calculating cluster IT_B
| | 0 % ~calculating
|+ | 1 % ~34s
|++ | 2 % ~35s
|++ | 3 % ~34s
|+++ | 4 % ~33s
|+++ | 5 % ~33s
|++++ | 6 % ~32s
|++++ | 8 % ~32s
|+++++ | 9 % ~32s
|+++++ | 10% ~31s
|++++++ | 11% ~31s
|++++++ | 12% ~30s
|+++++++ | 13% ~30s
|+++++++ | 14% ~30s
|++++++++ | 15% ~29s
|+++++++++ | 16% ~29s
|+++++++++ | 17% ~28s
|++++++++++ | 18% ~28s
|++++++++++ | 19% ~28s
|+++++++++++ | 20% ~27s
|+++++++++++ | 22% ~27s
|++++++++++++ | 23% ~27s
|++++++++++++ | 24% ~26s
|+++++++++++++ | 25% ~26s
|+++++++++++++ | 26% ~26s
|++++++++++++++ | 27% ~25s
|++++++++++++++ | 28% ~25s
|+++++++++++++++ | 29% ~25s
|++++++++++++++++ | 30% ~24s
|++++++++++++++++ | 31% ~24s
|+++++++++++++++++ | 32% ~24s
|+++++++++++++++++ | 33% ~23s
|++++++++++++++++++ | 34% ~23s
|++++++++++++++++++ | 35% ~23s
|+++++++++++++++++++ | 37% ~22s
|+++++++++++++++++++ | 38% ~22s
|++++++++++++++++++++ | 39% ~22s
|++++++++++++++++++++ | 40% ~21s
|+++++++++++++++++++++ | 41% ~21s
|+++++++++++++++++++++ | 42% ~20s
|++++++++++++++++++++++ | 43% ~20s
|+++++++++++++++++++++++ | 44% ~20s
|+++++++++++++++++++++++ | 45% ~19s
|++++++++++++++++++++++++ | 46% ~19s
|++++++++++++++++++++++++ | 47% ~19s
|+++++++++++++++++++++++++ | 48% ~18s
|+++++++++++++++++++++++++ | 49% ~18s
|++++++++++++++++++++++++++ | 51% ~18s
|++++++++++++++++++++++++++ | 52% ~17s
|+++++++++++++++++++++++++++ | 53% ~17s
|+++++++++++++++++++++++++++ | 54% ~16s
|++++++++++++++++++++++++++++ | 55% ~16s
|++++++++++++++++++++++++++++ | 56% ~16s
|+++++++++++++++++++++++++++++ | 57% ~15s
|++++++++++++++++++++++++++++++ | 58% ~15s
|++++++++++++++++++++++++++++++ | 59% ~14s
|+++++++++++++++++++++++++++++++ | 60% ~14s
|+++++++++++++++++++++++++++++++ | 61% ~14s
|++++++++++++++++++++++++++++++++ | 62% ~13s
|++++++++++++++++++++++++++++++++ | 63% ~13s
|+++++++++++++++++++++++++++++++++ | 65% ~12s
|+++++++++++++++++++++++++++++++++ | 66% ~12s
|++++++++++++++++++++++++++++++++++ | 67% ~12s
|++++++++++++++++++++++++++++++++++ | 68% ~11s
|+++++++++++++++++++++++++++++++++++ | 69% ~11s
|+++++++++++++++++++++++++++++++++++ | 70% ~11s
|++++++++++++++++++++++++++++++++++++ | 71% ~10s
|+++++++++++++++++++++++++++++++++++++ | 72% ~10s
|+++++++++++++++++++++++++++++++++++++ | 73% ~09s
|++++++++++++++++++++++++++++++++++++++ | 74% ~09s
|++++++++++++++++++++++++++++++++++++++ | 75% ~09s
|+++++++++++++++++++++++++++++++++++++++ | 76% ~08s
|+++++++++++++++++++++++++++++++++++++++ | 77% ~08s
|++++++++++++++++++++++++++++++++++++++++ | 78% ~08s
|++++++++++++++++++++++++++++++++++++++++ | 80% ~07s
|+++++++++++++++++++++++++++++++++++++++++ | 81% ~07s
|+++++++++++++++++++++++++++++++++++++++++ | 82% ~06s
|++++++++++++++++++++++++++++++++++++++++++ | 83% ~06s
|++++++++++++++++++++++++++++++++++++++++++ | 84% ~06s
|+++++++++++++++++++++++++++++++++++++++++++ | 85% ~05s
|++++++++++++++++++++++++++++++++++++++++++++ | 86% ~05s
|++++++++++++++++++++++++++++++++++++++++++++ | 87% ~05s
|+++++++++++++++++++++++++++++++++++++++++++++ | 88% ~04s
|+++++++++++++++++++++++++++++++++++++++++++++ | 89% ~04s
|++++++++++++++++++++++++++++++++++++++++++++++ | 90% ~03s
|++++++++++++++++++++++++++++++++++++++++++++++ | 91% ~03s
|+++++++++++++++++++++++++++++++++++++++++++++++ | 92% ~03s
|+++++++++++++++++++++++++++++++++++++++++++++++ | 94% ~02s
|++++++++++++++++++++++++++++++++++++++++++++++++ | 95% ~02s
|++++++++++++++++++++++++++++++++++++++++++++++++ | 96% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++++++ | 97% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++++++ | 98% ~01s
|++++++++++++++++++++++++++++++++++++++++++++++++++| 99% ~00s
|++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=35s
Calculating cluster L5PT
| | 0 % ~calculating
|+ | 1 % ~50s
|++ | 2 % ~48s
|++ | 3 % ~51s
|+++ | 4 % ~50s
|+++ | 5 % ~49s
|++++ | 6 % ~48s
|++++ | 7 % ~47s
|+++++ | 8 % ~46s
|+++++ | 9 % ~46s
|++++++ | 10% ~45s
|++++++ | 11% ~45s
|+++++++ | 12% ~44s
|+++++++ | 13% ~43s
|++++++++ | 14% ~43s
|++++++++ | 15% ~42s
|+++++++++ | 16% ~42s
|+++++++++ | 17% ~41s
|++++++++++ | 18% ~41s
|++++++++++ | 19% ~40s
|+++++++++++ | 20% ~40s
|+++++++++++ | 21% ~39s
|++++++++++++ | 22% ~38s
|++++++++++++ | 23% ~38s
|+++++++++++++ | 24% ~37s
|+++++++++++++ | 26% ~37s
|++++++++++++++ | 27% ~37s
|++++++++++++++ | 28% ~36s
|+++++++++++++++ | 29% ~36s
|+++++++++++++++ | 30% ~35s
|++++++++++++++++ | 31% ~35s
|++++++++++++++++ | 32% ~34s
|+++++++++++++++++ | 33% ~34s
|+++++++++++++++++ | 34% ~33s
|++++++++++++++++++ | 35% ~33s
|++++++++++++++++++ | 36% ~33s
|+++++++++++++++++++ | 37% ~32s
|+++++++++++++++++++ | 38% ~32s
|++++++++++++++++++++ | 39% ~31s
|++++++++++++++++++++ | 40% ~31s
|+++++++++++++++++++++ | 41% ~30s
|+++++++++++++++++++++ | 42% ~30s
|++++++++++++++++++++++ | 43% ~29s
|++++++++++++++++++++++ | 44% ~29s
|+++++++++++++++++++++++ | 45% ~28s
|+++++++++++++++++++++++ | 46% ~28s
|++++++++++++++++++++++++ | 47% ~27s
|++++++++++++++++++++++++ | 48% ~26s
|+++++++++++++++++++++++++ | 49% ~26s
|+++++++++++++++++++++++++ | 50% ~25s
|++++++++++++++++++++++++++ | 51% ~25s
|+++++++++++++++++++++++++++ | 52% ~24s
|+++++++++++++++++++++++++++ | 53% ~24s
|++++++++++++++++++++++++++++ | 54% ~23s
|++++++++++++++++++++++++++++ | 55% ~23s
|+++++++++++++++++++++++++++++ | 56% ~22s
|+++++++++++++++++++++++++++++ | 57% ~22s
|++++++++++++++++++++++++++++++ | 58% ~21s
|++++++++++++++++++++++++++++++ | 59% ~21s
|+++++++++++++++++++++++++++++++ | 60% ~20s
|+++++++++++++++++++++++++++++++ | 61% ~20s
|++++++++++++++++++++++++++++++++ | 62% ~19s
|++++++++++++++++++++++++++++++++ | 63% ~19s
|+++++++++++++++++++++++++++++++++ | 64% ~18s
|+++++++++++++++++++++++++++++++++ | 65% ~18s
|++++++++++++++++++++++++++++++++++ | 66% ~17s
|++++++++++++++++++++++++++++++++++ | 67% ~17s
|+++++++++++++++++++++++++++++++++++ | 68% ~16s
|+++++++++++++++++++++++++++++++++++ | 69% ~16s
|++++++++++++++++++++++++++++++++++++ | 70% ~15s
|++++++++++++++++++++++++++++++++++++ | 71% ~15s
|+++++++++++++++++++++++++++++++++++++ | 72% ~14s
|+++++++++++++++++++++++++++++++++++++ | 73% ~14s
|++++++++++++++++++++++++++++++++++++++ | 74% ~13s
|++++++++++++++++++++++++++++++++++++++ | 76% ~13s
|+++++++++++++++++++++++++++++++++++++++ | 77% ~12s
|+++++++++++++++++++++++++++++++++++++++ | 78% ~12s
|++++++++++++++++++++++++++++++++++++++++ | 79% ~11s
|++++++++++++++++++++++++++++++++++++++++ | 80% ~11s
|+++++++++++++++++++++++++++++++++++++++++ | 81% ~10s
|+++++++++++++++++++++++++++++++++++++++++ | 82% ~10s
|++++++++++++++++++++++++++++++++++++++++++ | 83% ~09s
|++++++++++++++++++++++++++++++++++++++++++ | 84% ~09s
|+++++++++++++++++++++++++++++++++++++++++++ | 85% ~08s
|+++++++++++++++++++++++++++++++++++++++++++ | 86% ~07s
|++++++++++++++++++++++++++++++++++++++++++++ | 87% ~07s
|++++++++++++++++++++++++++++++++++++++++++++ | 88% ~06s
|+++++++++++++++++++++++++++++++++++++++++++++ | 89% ~06s
|+++++++++++++++++++++++++++++++++++++++++++++ | 90% ~05s
|++++++++++++++++++++++++++++++++++++++++++++++ | 91% ~05s
|++++++++++++++++++++++++++++++++++++++++++++++ | 92% ~05s
|+++++++++++++++++++++++++++++++++++++++++++++++ | 93% ~04s
|+++++++++++++++++++++++++++++++++++++++++++++++ | 94% ~04s
|++++++++++++++++++++++++++++++++++++++++++++++++ | 95% ~03s
|++++++++++++++++++++++++++++++++++++++++++++++++ | 96% ~02s
|+++++++++++++++++++++++++++++++++++++++++++++++++ | 97% ~02s
|+++++++++++++++++++++++++++++++++++++++++++++++++ | 98% ~01s
|++++++++++++++++++++++++++++++++++++++++++++++++++| 99% ~01s
|++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=59s
Calculating cluster L6CT
| | 0 % ~calculating
|+ | 1 % ~01m 05s
|++ | 2 % ~01m 04s
|++ | 3 % ~01m 02s
|+++ | 4 % ~01m 01s
|+++ | 5 % ~01m 01s
|++++ | 6 % ~60s
|++++ | 7 % ~59s
|+++++ | 9 % ~58s
|+++++ | 10% ~58s
|++++++ | 11% ~57s
|++++++ | 12% ~56s
|+++++++ | 13% ~55s
|+++++++ | 14% ~55s
|++++++++ | 15% ~54s
|++++++++ | 16% ~53s
|+++++++++ | 17% ~52s
|++++++++++ | 18% ~52s
|++++++++++ | 19% ~51s
|+++++++++++ | 20% ~51s
|+++++++++++ | 21% ~50s
|++++++++++++ | 22% ~49s
|++++++++++++ | 23% ~49s
|+++++++++++++ | 24% ~48s
|+++++++++++++ | 26% ~47s
|++++++++++++++ | 27% ~47s
|++++++++++++++ | 28% ~46s
|+++++++++++++++ | 29% ~45s
|+++++++++++++++ | 30% ~44s
|++++++++++++++++ | 31% ~44s
|++++++++++++++++ | 32% ~43s
|+++++++++++++++++ | 33% ~42s
|++++++++++++++++++ | 34% ~42s
|++++++++++++++++++ | 35% ~41s
|+++++++++++++++++++ | 36% ~40s
|+++++++++++++++++++ | 37% ~40s
|++++++++++++++++++++ | 38% ~39s
|++++++++++++++++++++ | 39% ~38s
|+++++++++++++++++++++ | 40% ~38s
|+++++++++++++++++++++ | 41% ~37s
|++++++++++++++++++++++ | 43% ~37s
|++++++++++++++++++++++ | 44% ~36s
|+++++++++++++++++++++++ | 45% ~35s
|+++++++++++++++++++++++ | 46% ~35s
|++++++++++++++++++++++++ | 47% ~34s
|++++++++++++++++++++++++ | 48% ~34s
|+++++++++++++++++++++++++ | 49% ~34s
|+++++++++++++++++++++++++ | 50% ~34s
|++++++++++++++++++++++++++ | 51% ~33s
|+++++++++++++++++++++++++++ | 52% ~32s
|+++++++++++++++++++++++++++ | 53% ~32s
|++++++++++++++++++++++++++++ | 54% ~31s
|++++++++++++++++++++++++++++ | 55% ~31s
|+++++++++++++++++++++++++++++ | 56% ~30s
|+++++++++++++++++++++++++++++ | 57% ~30s
|++++++++++++++++++++++++++++++ | 59% ~29s
|++++++++++++++++++++++++++++++ | 60% ~29s
|+++++++++++++++++++++++++++++++ | 61% ~28s
|+++++++++++++++++++++++++++++++ | 62% ~28s
|++++++++++++++++++++++++++++++++ | 63% ~27s
|++++++++++++++++++++++++++++++++ | 64% ~26s
|+++++++++++++++++++++++++++++++++ | 65% ~25s
|+++++++++++++++++++++++++++++++++ | 66% ~25s
|++++++++++++++++++++++++++++++++++ | 67% ~24s
|+++++++++++++++++++++++++++++++++++ | 68% ~23s
|+++++++++++++++++++++++++++++++++++ | 69% ~22s
|++++++++++++++++++++++++++++++++++++ | 70% ~21s
|++++++++++++++++++++++++++++++++++++ | 71% ~21s
|+++++++++++++++++++++++++++++++++++++ | 72% ~20s
|+++++++++++++++++++++++++++++++++++++ | 73% ~19s
|++++++++++++++++++++++++++++++++++++++ | 74% ~18s
|++++++++++++++++++++++++++++++++++++++ | 76% ~18s
|+++++++++++++++++++++++++++++++++++++++ | 77% ~17s
|+++++++++++++++++++++++++++++++++++++++ | 78% ~16s
|++++++++++++++++++++++++++++++++++++++++ | 79% ~15s
|++++++++++++++++++++++++++++++++++++++++ | 80% ~14s
|+++++++++++++++++++++++++++++++++++++++++ | 81% ~14s
|+++++++++++++++++++++++++++++++++++++++++ | 82% ~13s
|++++++++++++++++++++++++++++++++++++++++++ | 83% ~12s
|+++++++++++++++++++++++++++++++++++++++++++ | 84% ~11s
|+++++++++++++++++++++++++++++++++++++++++++ | 85% ~11s
|++++++++++++++++++++++++++++++++++++++++++++ | 86% ~10s
|++++++++++++++++++++++++++++++++++++++++++++ | 87% ~09s
|+++++++++++++++++++++++++++++++++++++++++++++ | 88% ~08s
|+++++++++++++++++++++++++++++++++++++++++++++ | 89% ~07s
|++++++++++++++++++++++++++++++++++++++++++++++ | 90% ~07s
|++++++++++++++++++++++++++++++++++++++++++++++ | 91% ~06s
|+++++++++++++++++++++++++++++++++++++++++++++++ | 93% ~05s
|+++++++++++++++++++++++++++++++++++++++++++++++ | 94% ~04s
|++++++++++++++++++++++++++++++++++++++++++++++++ | 95% ~04s
|++++++++++++++++++++++++++++++++++++++++++++++++ | 96% ~03s
|+++++++++++++++++++++++++++++++++++++++++++++++++ | 97% ~02s
|+++++++++++++++++++++++++++++++++++++++++++++++++ | 98% ~01s
|++++++++++++++++++++++++++++++++++++++++++++++++++| 99% ~01s
|++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=01m 09s
Calculating cluster IT_D
| | 0 % ~calculating
|+ | 1 % ~50s
|++ | 2 % ~48s
|++ | 3 % ~49s
|+++ | 4 % ~49s
|+++ | 5 % ~48s
|++++ | 6 % ~48s
|++++ | 7 % ~47s
|+++++ | 8 % ~46s
|+++++ | 9 % ~46s
|++++++ | 10% ~45s
|++++++ | 11% ~45s
|+++++++ | 12% ~45s
|+++++++ | 13% ~44s
|++++++++ | 14% ~44s
|++++++++ | 15% ~43s
|+++++++++ | 16% ~42s
|+++++++++ | 17% ~42s
|++++++++++ | 18% ~41s
|++++++++++ | 19% ~41s
|+++++++++++ | 20% ~41s
|+++++++++++ | 21% ~40s
|++++++++++++ | 22% ~40s
|++++++++++++ | 23% ~39s
|+++++++++++++ | 24% ~39s
|+++++++++++++ | 25% ~38s
|++++++++++++++ | 26% ~38s
|++++++++++++++ | 27% ~37s
|+++++++++++++++ | 28% ~37s
|+++++++++++++++ | 29% ~36s
|++++++++++++++++ | 30% ~36s
|++++++++++++++++ | 31% ~36s
|+++++++++++++++++ | 32% ~35s
|+++++++++++++++++ | 33% ~34s
|++++++++++++++++++ | 34% ~34s
|++++++++++++++++++ | 35% ~33s
|+++++++++++++++++++ | 36% ~33s
|+++++++++++++++++++ | 37% ~32s
|++++++++++++++++++++ | 38% ~32s
|++++++++++++++++++++ | 39% ~32s
|+++++++++++++++++++++ | 40% ~31s
|+++++++++++++++++++++ | 41% ~31s
|++++++++++++++++++++++ | 42% ~30s
|++++++++++++++++++++++ | 43% ~29s
|+++++++++++++++++++++++ | 44% ~29s
|+++++++++++++++++++++++ | 45% ~28s
|++++++++++++++++++++++++ | 46% ~28s
|++++++++++++++++++++++++ | 47% ~27s
|+++++++++++++++++++++++++ | 48% ~27s
|+++++++++++++++++++++++++ | 49% ~26s
|++++++++++++++++++++++++++ | 51% ~26s
|++++++++++++++++++++++++++ | 52% ~25s
|+++++++++++++++++++++++++++ | 53% ~25s
|+++++++++++++++++++++++++++ | 54% ~24s
|++++++++++++++++++++++++++++ | 55% ~24s
|++++++++++++++++++++++++++++ | 56% ~23s
|+++++++++++++++++++++++++++++ | 57% ~23s
|+++++++++++++++++++++++++++++ | 58% ~22s
|++++++++++++++++++++++++++++++ | 59% ~22s
|++++++++++++++++++++++++++++++ | 60% ~21s
|+++++++++++++++++++++++++++++++ | 61% ~21s
|+++++++++++++++++++++++++++++++ | 62% ~20s
|++++++++++++++++++++++++++++++++ | 63% ~20s
|++++++++++++++++++++++++++++++++ | 64% ~19s
|+++++++++++++++++++++++++++++++++ | 65% ~19s
|+++++++++++++++++++++++++++++++++ | 66% ~18s
|++++++++++++++++++++++++++++++++++ | 67% ~18s
|++++++++++++++++++++++++++++++++++ | 68% ~17s
|+++++++++++++++++++++++++++++++++++ | 69% ~16s
|+++++++++++++++++++++++++++++++++++ | 70% ~16s
|++++++++++++++++++++++++++++++++++++ | 71% ~15s
|++++++++++++++++++++++++++++++++++++ | 72% ~15s
|+++++++++++++++++++++++++++++++++++++ | 73% ~14s
|+++++++++++++++++++++++++++++++++++++ | 74% ~14s
|++++++++++++++++++++++++++++++++++++++ | 75% ~13s
|++++++++++++++++++++++++++++++++++++++ | 76% ~13s
|+++++++++++++++++++++++++++++++++++++++ | 77% ~12s
|+++++++++++++++++++++++++++++++++++++++ | 78% ~12s
|++++++++++++++++++++++++++++++++++++++++ | 79% ~11s
|++++++++++++++++++++++++++++++++++++++++ | 80% ~11s
|+++++++++++++++++++++++++++++++++++++++++ | 81% ~10s
|+++++++++++++++++++++++++++++++++++++++++ | 82% ~10s
|++++++++++++++++++++++++++++++++++++++++++ | 83% ~09s
|++++++++++++++++++++++++++++++++++++++++++ | 84% ~09s
|+++++++++++++++++++++++++++++++++++++++++++ | 85% ~08s
|+++++++++++++++++++++++++++++++++++++++++++ | 86% ~08s
|++++++++++++++++++++++++++++++++++++++++++++ | 87% ~07s
|++++++++++++++++++++++++++++++++++++++++++++ | 88% ~06s
|+++++++++++++++++++++++++++++++++++++++++++++ | 89% ~06s
|+++++++++++++++++++++++++++++++++++++++++++++ | 90% ~05s
|++++++++++++++++++++++++++++++++++++++++++++++ | 91% ~05s
|++++++++++++++++++++++++++++++++++++++++++++++ | 92% ~04s
|+++++++++++++++++++++++++++++++++++++++++++++++ | 93% ~04s
|+++++++++++++++++++++++++++++++++++++++++++++++ | 94% ~03s
|++++++++++++++++++++++++++++++++++++++++++++++++ | 95% ~03s
|++++++++++++++++++++++++++++++++++++++++++++++++ | 96% ~02s
|+++++++++++++++++++++++++++++++++++++++++++++++++ | 97% ~02s
|+++++++++++++++++++++++++++++++++++++++++++++++++ | 98% ~01s
|++++++++++++++++++++++++++++++++++++++++++++++++++| 99% ~01s
|++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=53s
Calculating cluster IT_C
| | 0 % ~calculating
|+ | 1 % ~34s
|++ | 2 % ~34s
|++ | 3 % ~34s
|+++ | 4 % ~33s
|+++ | 5 % ~33s
|++++ | 6 % ~34s
|++++ | 7 % ~33s
|+++++ | 8 % ~33s
|+++++ | 9 % ~33s
|++++++ | 10% ~32s
|++++++ | 11% ~32s
|+++++++ | 12% ~31s
|+++++++ | 13% ~31s
|++++++++ | 14% ~30s
|++++++++ | 15% ~30s
|+++++++++ | 16% ~30s
|+++++++++ | 18% ~29s
|++++++++++ | 19% ~29s
|++++++++++ | 20% ~29s
|+++++++++++ | 21% ~28s
|+++++++++++ | 22% ~28s
|++++++++++++ | 23% ~28s
|++++++++++++ | 24% ~27s
|+++++++++++++ | 25% ~27s
|+++++++++++++ | 26% ~26s
|++++++++++++++ | 27% ~26s
|++++++++++++++ | 28% ~26s
|+++++++++++++++ | 29% ~25s
|+++++++++++++++ | 30% ~25s
|++++++++++++++++ | 31% ~24s
|++++++++++++++++ | 32% ~24s
|+++++++++++++++++ | 33% ~24s
|++++++++++++++++++ | 34% ~23s
|++++++++++++++++++ | 35% ~23s
|+++++++++++++++++++ | 36% ~23s
|+++++++++++++++++++ | 37% ~22s
|++++++++++++++++++++ | 38% ~22s
|++++++++++++++++++++ | 39% ~22s
|+++++++++++++++++++++ | 40% ~21s
|+++++++++++++++++++++ | 41% ~21s
|++++++++++++++++++++++ | 42% ~20s
|++++++++++++++++++++++ | 43% ~20s
|+++++++++++++++++++++++ | 44% ~20s
|+++++++++++++++++++++++ | 45% ~19s
|++++++++++++++++++++++++ | 46% ~19s
|++++++++++++++++++++++++ | 47% ~19s
|+++++++++++++++++++++++++ | 48% ~18s
|+++++++++++++++++++++++++ | 49% ~18s
|++++++++++++++++++++++++++ | 51% ~17s
|++++++++++++++++++++++++++ | 52% ~17s
|+++++++++++++++++++++++++++ | 53% ~17s
|+++++++++++++++++++++++++++ | 54% ~16s
|++++++++++++++++++++++++++++ | 55% ~16s
|++++++++++++++++++++++++++++ | 56% ~16s
|+++++++++++++++++++++++++++++ | 57% ~15s
|+++++++++++++++++++++++++++++ | 58% ~15s
|++++++++++++++++++++++++++++++ | 59% ~15s
|++++++++++++++++++++++++++++++ | 60% ~14s
|+++++++++++++++++++++++++++++++ | 61% ~14s
|+++++++++++++++++++++++++++++++ | 62% ~13s
|++++++++++++++++++++++++++++++++ | 63% ~13s
|++++++++++++++++++++++++++++++++ | 64% ~13s
|+++++++++++++++++++++++++++++++++ | 65% ~12s
|+++++++++++++++++++++++++++++++++ | 66% ~12s
|++++++++++++++++++++++++++++++++++ | 67% ~12s
|+++++++++++++++++++++++++++++++++++ | 68% ~11s
|+++++++++++++++++++++++++++++++++++ | 69% ~11s
|++++++++++++++++++++++++++++++++++++ | 70% ~11s
|++++++++++++++++++++++++++++++++++++ | 71% ~10s
|+++++++++++++++++++++++++++++++++++++ | 72% ~10s
|+++++++++++++++++++++++++++++++++++++ | 73% ~09s
|++++++++++++++++++++++++++++++++++++++ | 74% ~09s
|++++++++++++++++++++++++++++++++++++++ | 75% ~09s
|+++++++++++++++++++++++++++++++++++++++ | 76% ~08s
|+++++++++++++++++++++++++++++++++++++++ | 77% ~08s
|++++++++++++++++++++++++++++++++++++++++ | 78% ~08s
|++++++++++++++++++++++++++++++++++++++++ | 79% ~07s
|+++++++++++++++++++++++++++++++++++++++++ | 80% ~07s
|+++++++++++++++++++++++++++++++++++++++++ | 81% ~07s
|++++++++++++++++++++++++++++++++++++++++++ | 82% ~06s
|++++++++++++++++++++++++++++++++++++++++++ | 84% ~06s
|+++++++++++++++++++++++++++++++++++++++++++ | 85% ~07s
|+++++++++++++++++++++++++++++++++++++++++++ | 86% ~06s
|++++++++++++++++++++++++++++++++++++++++++++ | 87% ~06s
|++++++++++++++++++++++++++++++++++++++++++++ | 88% ~05s
|+++++++++++++++++++++++++++++++++++++++++++++ | 89% ~05s
|+++++++++++++++++++++++++++++++++++++++++++++ | 90% ~04s
|++++++++++++++++++++++++++++++++++++++++++++++ | 91% ~04s
|++++++++++++++++++++++++++++++++++++++++++++++ | 92% ~04s
|+++++++++++++++++++++++++++++++++++++++++++++++ | 93% ~03s
|+++++++++++++++++++++++++++++++++++++++++++++++ | 94% ~03s
|++++++++++++++++++++++++++++++++++++++++++++++++ | 95% ~02s
|++++++++++++++++++++++++++++++++++++++++++++++++ | 96% ~02s
|+++++++++++++++++++++++++++++++++++++++++++++++++ | 97% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++++++ | 98% ~01s
|++++++++++++++++++++++++++++++++++++++++++++++++++| 99% ~00s
|++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=42s
Calculating cluster L6b
| | 0 % ~calculating
|+ | 1 % ~02m 18s
|++ | 2 % ~02m 17s
|++ | 3 % ~02m 15s
|+++ | 4 % ~02m 12s
|+++ | 5 % ~02m 10s
|++++ | 6 % ~02m 08s
|++++ | 7 % ~02m 07s
|+++++ | 8 % ~02m 05s
|+++++ | 9 % ~02m 04s
|++++++ | 10% ~02m 02s
|++++++ | 11% ~02m 01s
|+++++++ | 12% ~01m 59s
|+++++++ | 13% ~01m 58s
|++++++++ | 14% ~01m 56s
|++++++++ | 15% ~01m 55s
|+++++++++ | 16% ~01m 53s
|+++++++++ | 18% ~01m 52s
|++++++++++ | 19% ~01m 50s
|++++++++++ | 20% ~01m 49s
|+++++++++++ | 21% ~01m 48s
|+++++++++++ | 22% ~01m 47s
|++++++++++++ | 23% ~01m 45s
|++++++++++++ | 24% ~01m 44s
|+++++++++++++ | 25% ~01m 43s
|+++++++++++++ | 26% ~01m 42s
|++++++++++++++ | 27% ~01m 40s
|++++++++++++++ | 28% ~01m 39s
|+++++++++++++++ | 29% ~01m 38s
|+++++++++++++++ | 30% ~01m 36s
|++++++++++++++++ | 31% ~01m 35s
|++++++++++++++++ | 32% ~01m 34s
|+++++++++++++++++ | 33% ~01m 32s
|++++++++++++++++++ | 34% ~01m 31s
|++++++++++++++++++ | 35% ~01m 30s
|+++++++++++++++++++ | 36% ~01m 28s
|+++++++++++++++++++ | 37% ~01m 27s
|++++++++++++++++++++ | 38% ~01m 25s
|++++++++++++++++++++ | 39% ~01m 24s
|+++++++++++++++++++++ | 40% ~01m 22s
|+++++++++++++++++++++ | 41% ~01m 21s
|++++++++++++++++++++++ | 42% ~01m 19s
|++++++++++++++++++++++ | 43% ~01m 18s
|+++++++++++++++++++++++ | 44% ~01m 16s
|+++++++++++++++++++++++ | 45% ~01m 15s
|++++++++++++++++++++++++ | 46% ~01m 13s
|++++++++++++++++++++++++ | 47% ~01m 12s
|+++++++++++++++++++++++++ | 48% ~01m 10s
|+++++++++++++++++++++++++ | 49% ~01m 09s
|++++++++++++++++++++++++++ | 51% ~01m 08s
|++++++++++++++++++++++++++ | 52% ~01m 06s
|+++++++++++++++++++++++++++ | 53% ~01m 05s
|+++++++++++++++++++++++++++ | 54% ~01m 03s
|++++++++++++++++++++++++++++ | 55% ~01m 02s
|++++++++++++++++++++++++++++ | 56% ~01m 00s
|+++++++++++++++++++++++++++++ | 57% ~59s
|+++++++++++++++++++++++++++++ | 58% ~58s
|++++++++++++++++++++++++++++++ | 59% ~56s
|++++++++++++++++++++++++++++++ | 60% ~55s
|+++++++++++++++++++++++++++++++ | 61% ~53s
|+++++++++++++++++++++++++++++++ | 62% ~52s
|++++++++++++++++++++++++++++++++ | 63% ~50s
|++++++++++++++++++++++++++++++++ | 64% ~49s
|+++++++++++++++++++++++++++++++++ | 65% ~48s
|+++++++++++++++++++++++++++++++++ | 66% ~46s
|++++++++++++++++++++++++++++++++++ | 67% ~45s
|+++++++++++++++++++++++++++++++++++ | 68% ~43s
|+++++++++++++++++++++++++++++++++++ | 69% ~42s
|++++++++++++++++++++++++++++++++++++ | 70% ~41s
|++++++++++++++++++++++++++++++++++++ | 71% ~39s
|+++++++++++++++++++++++++++++++++++++ | 72% ~38s
|+++++++++++++++++++++++++++++++++++++ | 73% ~36s
|++++++++++++++++++++++++++++++++++++++ | 74% ~35s
|++++++++++++++++++++++++++++++++++++++ | 75% ~34s
|+++++++++++++++++++++++++++++++++++++++ | 76% ~32s
|+++++++++++++++++++++++++++++++++++++++ | 77% ~31s
|++++++++++++++++++++++++++++++++++++++++ | 78% ~29s
|++++++++++++++++++++++++++++++++++++++++ | 79% ~28s
|+++++++++++++++++++++++++++++++++++++++++ | 80% ~27s
|+++++++++++++++++++++++++++++++++++++++++ | 81% ~25s
|++++++++++++++++++++++++++++++++++++++++++ | 82% ~24s
|++++++++++++++++++++++++++++++++++++++++++ | 84% ~22s
|+++++++++++++++++++++++++++++++++++++++++++ | 85% ~21s
|+++++++++++++++++++++++++++++++++++++++++++ | 86% ~20s
|++++++++++++++++++++++++++++++++++++++++++++ | 87% ~18s
|++++++++++++++++++++++++++++++++++++++++++++ | 88% ~17s
|+++++++++++++++++++++++++++++++++++++++++++++ | 89% ~15s
|+++++++++++++++++++++++++++++++++++++++++++++ | 90% ~14s
|++++++++++++++++++++++++++++++++++++++++++++++ | 91% ~13s
|++++++++++++++++++++++++++++++++++++++++++++++ | 92% ~11s
|+++++++++++++++++++++++++++++++++++++++++++++++ | 93% ~10s
|+++++++++++++++++++++++++++++++++++++++++++++++ | 94% ~08s
|++++++++++++++++++++++++++++++++++++++++++++++++ | 95% ~07s
|++++++++++++++++++++++++++++++++++++++++++++++++ | 96% ~06s
|+++++++++++++++++++++++++++++++++++++++++++++++++ | 97% ~04s
|+++++++++++++++++++++++++++++++++++++++++++++++++ | 98% ~03s
|++++++++++++++++++++++++++++++++++++++++++++++++++| 99% ~01s
|++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=02m 14s
markers.opossum.glutamatergic <- IdentMarkerDict(obj.opossum.glutamatergic, subclass.labels, ident.labels,
"E:/Transcriptomics_V1/Opossum/seurat/marker_genes/Glutamatergic/markerdict_types.rds")
Calculating cluster IT_A_2
| | 0 % ~calculating
|+ | 1 % ~28s
|++ | 2 % ~28s
|++ | 3 % ~26s
|+++ | 4 % ~26s
|+++ | 5 % ~26s
|++++ | 6 % ~26s
|++++ | 7 % ~25s
|+++++ | 9 % ~25s
|+++++ | 10% ~25s
|++++++ | 11% ~24s
|++++++ | 12% ~24s
|+++++++ | 13% ~24s
|+++++++ | 14% ~23s
|++++++++ | 15% ~23s
|++++++++ | 16% ~23s
|+++++++++ | 17% ~23s
|++++++++++ | 18% ~22s
|++++++++++ | 19% ~22s
|+++++++++++ | 20% ~22s
|+++++++++++ | 21% ~22s
|++++++++++++ | 22% ~21s
|++++++++++++ | 23% ~21s
|+++++++++++++ | 24% ~21s
|+++++++++++++ | 26% ~21s
|++++++++++++++ | 27% ~20s
|++++++++++++++ | 28% ~20s
|+++++++++++++++ | 29% ~20s
|+++++++++++++++ | 30% ~20s
|++++++++++++++++ | 31% ~19s
|++++++++++++++++ | 32% ~19s
|+++++++++++++++++ | 33% ~19s
|++++++++++++++++++ | 34% ~18s
|++++++++++++++++++ | 35% ~18s
|+++++++++++++++++++ | 36% ~18s
|+++++++++++++++++++ | 37% ~18s
|++++++++++++++++++++ | 38% ~17s
|++++++++++++++++++++ | 39% ~17s
|+++++++++++++++++++++ | 40% ~17s
|+++++++++++++++++++++ | 41% ~16s
|++++++++++++++++++++++ | 43% ~16s
|++++++++++++++++++++++ | 44% ~16s
|+++++++++++++++++++++++ | 45% ~16s
|+++++++++++++++++++++++ | 46% ~15s
|++++++++++++++++++++++++ | 47% ~15s
|++++++++++++++++++++++++ | 48% ~15s
|+++++++++++++++++++++++++ | 49% ~14s
|+++++++++++++++++++++++++ | 50% ~14s
|++++++++++++++++++++++++++ | 51% ~14s
|+++++++++++++++++++++++++++ | 52% ~14s
|+++++++++++++++++++++++++++ | 53% ~13s
|++++++++++++++++++++++++++++ | 54% ~13s
|++++++++++++++++++++++++++++ | 55% ~13s
|+++++++++++++++++++++++++++++ | 56% ~12s
|+++++++++++++++++++++++++++++ | 57% ~12s
|++++++++++++++++++++++++++++++ | 59% ~12s
|++++++++++++++++++++++++++++++ | 60% ~11s
|+++++++++++++++++++++++++++++++ | 61% ~11s
|+++++++++++++++++++++++++++++++ | 62% ~11s
|++++++++++++++++++++++++++++++++ | 63% ~11s
|++++++++++++++++++++++++++++++++ | 64% ~10s
|+++++++++++++++++++++++++++++++++ | 65% ~10s
|+++++++++++++++++++++++++++++++++ | 66% ~10s
|++++++++++++++++++++++++++++++++++ | 67% ~09s
|+++++++++++++++++++++++++++++++++++ | 68% ~09s
|+++++++++++++++++++++++++++++++++++ | 69% ~09s
|++++++++++++++++++++++++++++++++++++ | 70% ~08s
|++++++++++++++++++++++++++++++++++++ | 71% ~08s
|+++++++++++++++++++++++++++++++++++++ | 72% ~08s
|+++++++++++++++++++++++++++++++++++++ | 73% ~08s
|++++++++++++++++++++++++++++++++++++++ | 74% ~07s
|++++++++++++++++++++++++++++++++++++++ | 76% ~07s
|+++++++++++++++++++++++++++++++++++++++ | 77% ~07s
|+++++++++++++++++++++++++++++++++++++++ | 78% ~06s
|++++++++++++++++++++++++++++++++++++++++ | 79% ~06s
|++++++++++++++++++++++++++++++++++++++++ | 80% ~06s
|+++++++++++++++++++++++++++++++++++++++++ | 81% ~05s
|+++++++++++++++++++++++++++++++++++++++++ | 82% ~05s
|++++++++++++++++++++++++++++++++++++++++++ | 83% ~05s
|+++++++++++++++++++++++++++++++++++++++++++ | 84% ~04s
|+++++++++++++++++++++++++++++++++++++++++++ | 85% ~04s
|++++++++++++++++++++++++++++++++++++++++++++ | 86% ~04s
|++++++++++++++++++++++++++++++++++++++++++++ | 87% ~04s
|+++++++++++++++++++++++++++++++++++++++++++++ | 88% ~03s
|+++++++++++++++++++++++++++++++++++++++++++++ | 89% ~03s
|++++++++++++++++++++++++++++++++++++++++++++++ | 90% ~03s
|++++++++++++++++++++++++++++++++++++++++++++++ | 91% ~02s
|+++++++++++++++++++++++++++++++++++++++++++++++ | 93% ~02s
|+++++++++++++++++++++++++++++++++++++++++++++++ | 94% ~02s
|++++++++++++++++++++++++++++++++++++++++++++++++ | 95% ~01s
|++++++++++++++++++++++++++++++++++++++++++++++++ | 96% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++++++ | 97% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++++++ | 98% ~01s
|++++++++++++++++++++++++++++++++++++++++++++++++++| 99% ~00s
|++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=28s
Calculating cluster IT_A_4
| | 0 % ~calculating
|+ | 1 % ~24s
|++ | 2 % ~25s
|++ | 3 % ~24s
|+++ | 4 % ~24s
|+++ | 5 % ~23s
|++++ | 6 % ~23s
|++++ | 7 % ~23s
|+++++ | 8 % ~23s
|+++++ | 9 % ~22s
|++++++ | 10% ~22s
|++++++ | 11% ~22s
|+++++++ | 12% ~22s
|+++++++ | 13% ~21s
|++++++++ | 14% ~21s
|++++++++ | 15% ~21s
|+++++++++ | 16% ~21s
|+++++++++ | 17% ~20s
|++++++++++ | 18% ~20s
|++++++++++ | 19% ~20s
|+++++++++++ | 20% ~20s
|+++++++++++ | 21% ~19s
|++++++++++++ | 22% ~19s
|++++++++++++ | 23% ~19s
|+++++++++++++ | 24% ~19s
|+++++++++++++ | 26% ~18s
|++++++++++++++ | 27% ~18s
|++++++++++++++ | 28% ~18s
|+++++++++++++++ | 29% ~18s
|+++++++++++++++ | 30% ~17s
|++++++++++++++++ | 31% ~17s
|++++++++++++++++ | 32% ~17s
|+++++++++++++++++ | 33% ~17s
|+++++++++++++++++ | 34% ~16s
|++++++++++++++++++ | 35% ~16s
|++++++++++++++++++ | 36% ~16s
|+++++++++++++++++++ | 37% ~16s
|+++++++++++++++++++ | 38% ~15s
|++++++++++++++++++++ | 39% ~15s
|++++++++++++++++++++ | 40% ~15s
|+++++++++++++++++++++ | 41% ~15s
|+++++++++++++++++++++ | 42% ~14s
|++++++++++++++++++++++ | 43% ~14s
|++++++++++++++++++++++ | 44% ~14s
|+++++++++++++++++++++++ | 45% ~14s
|+++++++++++++++++++++++ | 46% ~13s
|++++++++++++++++++++++++ | 47% ~13s
|++++++++++++++++++++++++ | 48% ~13s
|+++++++++++++++++++++++++ | 49% ~13s
|+++++++++++++++++++++++++ | 50% ~12s
|++++++++++++++++++++++++++ | 51% ~12s
|+++++++++++++++++++++++++++ | 52% ~12s
|+++++++++++++++++++++++++++ | 53% ~12s
|++++++++++++++++++++++++++++ | 54% ~11s
|++++++++++++++++++++++++++++ | 55% ~11s
|+++++++++++++++++++++++++++++ | 56% ~11s
|+++++++++++++++++++++++++++++ | 57% ~11s
|++++++++++++++++++++++++++++++ | 58% ~10s
|++++++++++++++++++++++++++++++ | 59% ~10s
|+++++++++++++++++++++++++++++++ | 60% ~10s
|+++++++++++++++++++++++++++++++ | 61% ~10s
|++++++++++++++++++++++++++++++++ | 62% ~09s
|++++++++++++++++++++++++++++++++ | 63% ~09s
|+++++++++++++++++++++++++++++++++ | 64% ~09s
|+++++++++++++++++++++++++++++++++ | 65% ~09s
|++++++++++++++++++++++++++++++++++ | 66% ~08s
|++++++++++++++++++++++++++++++++++ | 67% ~08s
|+++++++++++++++++++++++++++++++++++ | 68% ~08s
|+++++++++++++++++++++++++++++++++++ | 69% ~08s
|++++++++++++++++++++++++++++++++++++ | 70% ~07s
|++++++++++++++++++++++++++++++++++++ | 71% ~07s
|+++++++++++++++++++++++++++++++++++++ | 72% ~07s
|+++++++++++++++++++++++++++++++++++++ | 73% ~07s
|++++++++++++++++++++++++++++++++++++++ | 74% ~06s
|++++++++++++++++++++++++++++++++++++++ | 76% ~06s
|+++++++++++++++++++++++++++++++++++++++ | 77% ~06s
|+++++++++++++++++++++++++++++++++++++++ | 78% ~06s
|++++++++++++++++++++++++++++++++++++++++ | 79% ~05s
|++++++++++++++++++++++++++++++++++++++++ | 80% ~05s
|+++++++++++++++++++++++++++++++++++++++++ | 81% ~05s
|+++++++++++++++++++++++++++++++++++++++++ | 82% ~05s
|++++++++++++++++++++++++++++++++++++++++++ | 83% ~04s
|++++++++++++++++++++++++++++++++++++++++++ | 84% ~04s
|+++++++++++++++++++++++++++++++++++++++++++ | 85% ~04s
|+++++++++++++++++++++++++++++++++++++++++++ | 86% ~04s
|++++++++++++++++++++++++++++++++++++++++++++ | 87% ~03s
|++++++++++++++++++++++++++++++++++++++++++++ | 88% ~03s
|+++++++++++++++++++++++++++++++++++++++++++++ | 89% ~03s
|+++++++++++++++++++++++++++++++++++++++++++++ | 90% ~03s
|++++++++++++++++++++++++++++++++++++++++++++++ | 91% ~02s
|++++++++++++++++++++++++++++++++++++++++++++++ | 92% ~02s
|+++++++++++++++++++++++++++++++++++++++++++++++ | 93% ~02s
|+++++++++++++++++++++++++++++++++++++++++++++++ | 94% ~02s
|++++++++++++++++++++++++++++++++++++++++++++++++ | 95% ~01s
|++++++++++++++++++++++++++++++++++++++++++++++++ | 96% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++++++ | 97% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++++++ | 98% ~01s
|++++++++++++++++++++++++++++++++++++++++++++++++++| 99% ~00s
|++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=25s
Calculating cluster IT_A_3
| | 0 % ~calculating
|+ | 1 % ~15s
|++ | 2 % ~15s
|++ | 3 % ~15s
|+++ | 4 % ~14s
|+++ | 6 % ~14s
|++++ | 7 % ~14s
|++++ | 8 % ~14s
|+++++ | 9 % ~15s
|++++++ | 10% ~15s
|++++++ | 11% ~14s
|+++++++ | 12% ~14s
|+++++++ | 13% ~14s
|++++++++ | 15% ~14s
|++++++++ | 16% ~13s
|+++++++++ | 17% ~13s
|+++++++++ | 18% ~13s
|++++++++++ | 19% ~13s
|+++++++++++ | 20% ~13s
|+++++++++++ | 21% ~13s
|++++++++++++ | 22% ~12s
|++++++++++++ | 24% ~12s
|+++++++++++++ | 25% ~12s
|+++++++++++++ | 26% ~12s
|++++++++++++++ | 27% ~12s
|+++++++++++++++ | 28% ~12s
|+++++++++++++++ | 29% ~11s
|++++++++++++++++ | 30% ~11s
|++++++++++++++++ | 31% ~11s
|+++++++++++++++++ | 33% ~11s
|+++++++++++++++++ | 34% ~11s
|++++++++++++++++++ | 35% ~10s
|++++++++++++++++++ | 36% ~10s
|+++++++++++++++++++ | 37% ~10s
|++++++++++++++++++++ | 38% ~10s
|++++++++++++++++++++ | 39% ~10s
|+++++++++++++++++++++ | 40% ~10s
|+++++++++++++++++++++ | 42% ~09s
|++++++++++++++++++++++ | 43% ~09s
|++++++++++++++++++++++ | 44% ~09s
|+++++++++++++++++++++++ | 45% ~09s
|++++++++++++++++++++++++ | 46% ~09s
|++++++++++++++++++++++++ | 47% ~09s
|+++++++++++++++++++++++++ | 48% ~08s
|+++++++++++++++++++++++++ | 49% ~08s
|++++++++++++++++++++++++++ | 51% ~08s
|++++++++++++++++++++++++++ | 52% ~08s
|+++++++++++++++++++++++++++ | 53% ~08s
|+++++++++++++++++++++++++++ | 54% ~07s
|++++++++++++++++++++++++++++ | 55% ~07s
|+++++++++++++++++++++++++++++ | 56% ~07s
|+++++++++++++++++++++++++++++ | 57% ~07s
|++++++++++++++++++++++++++++++ | 58% ~07s
|++++++++++++++++++++++++++++++ | 60% ~07s
|+++++++++++++++++++++++++++++++ | 61% ~06s
|+++++++++++++++++++++++++++++++ | 62% ~06s
|++++++++++++++++++++++++++++++++ | 63% ~06s
|+++++++++++++++++++++++++++++++++ | 64% ~06s
|+++++++++++++++++++++++++++++++++ | 65% ~06s
|++++++++++++++++++++++++++++++++++ | 66% ~05s
|++++++++++++++++++++++++++++++++++ | 67% ~05s
|+++++++++++++++++++++++++++++++++++ | 69% ~05s
|+++++++++++++++++++++++++++++++++++ | 70% ~05s
|++++++++++++++++++++++++++++++++++++ | 71% ~05s
|++++++++++++++++++++++++++++++++++++ | 72% ~05s
|+++++++++++++++++++++++++++++++++++++ | 73% ~04s
|++++++++++++++++++++++++++++++++++++++ | 74% ~04s
|++++++++++++++++++++++++++++++++++++++ | 75% ~04s
|+++++++++++++++++++++++++++++++++++++++ | 76% ~04s
|+++++++++++++++++++++++++++++++++++++++ | 78% ~04s
|++++++++++++++++++++++++++++++++++++++++ | 79% ~03s
|++++++++++++++++++++++++++++++++++++++++ | 80% ~03s
|+++++++++++++++++++++++++++++++++++++++++ | 81% ~03s
|++++++++++++++++++++++++++++++++++++++++++ | 82% ~03s
|++++++++++++++++++++++++++++++++++++++++++ | 83% ~03s
|+++++++++++++++++++++++++++++++++++++++++++ | 84% ~03s
|+++++++++++++++++++++++++++++++++++++++++++ | 85% ~02s
|++++++++++++++++++++++++++++++++++++++++++++ | 87% ~02s
|++++++++++++++++++++++++++++++++++++++++++++ | 88% ~02s
|+++++++++++++++++++++++++++++++++++++++++++++ | 89% ~02s
|+++++++++++++++++++++++++++++++++++++++++++++ | 90% ~02s
|++++++++++++++++++++++++++++++++++++++++++++++ | 91% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++++ | 92% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++++ | 93% ~01s
|++++++++++++++++++++++++++++++++++++++++++++++++ | 94% ~01s
|++++++++++++++++++++++++++++++++++++++++++++++++ | 96% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++++++ | 97% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++++++ | 98% ~00s
|++++++++++++++++++++++++++++++++++++++++++++++++++| 99% ~00s
|++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=16s
Calculating cluster IT_A_1
| | 0 % ~calculating
|+ | 1 % ~21s
|+ | 2 % ~19s
|++ | 3 % ~19s
|++ | 4 % ~19s
|+++ | 5 % ~19s
|+++ | 6 % ~20s
|++++ | 7 % ~19s
|++++ | 8 % ~19s
|+++++ | 9 % ~19s
|+++++ | 10% ~19s
|++++++ | 11% ~18s
|++++++ | 12% ~18s
|+++++++ | 13% ~18s
|+++++++ | 14% ~18s
|++++++++ | 15% ~17s
|++++++++ | 16% ~17s
|+++++++++ | 17% ~17s
|+++++++++ | 18% ~17s
|++++++++++ | 19% ~16s
|++++++++++ | 20% ~16s
|+++++++++++ | 21% ~16s
|+++++++++++ | 22% ~16s
|++++++++++++ | 23% ~16s
|++++++++++++ | 24% ~15s
|+++++++++++++ | 25% ~15s
|+++++++++++++ | 26% ~15s
|++++++++++++++ | 27% ~15s
|++++++++++++++ | 28% ~14s
|+++++++++++++++ | 29% ~14s
|+++++++++++++++ | 30% ~14s
|++++++++++++++++ | 31% ~14s
|++++++++++++++++ | 32% ~14s
|+++++++++++++++++ | 33% ~13s
|+++++++++++++++++ | 34% ~13s
|++++++++++++++++++ | 35% ~13s
|++++++++++++++++++ | 36% ~13s
|+++++++++++++++++++ | 37% ~13s
|+++++++++++++++++++ | 38% ~12s
|++++++++++++++++++++ | 39% ~12s
|++++++++++++++++++++ | 40% ~12s
|+++++++++++++++++++++ | 41% ~12s
|+++++++++++++++++++++ | 42% ~12s
|++++++++++++++++++++++ | 43% ~11s
|++++++++++++++++++++++ | 44% ~11s
|+++++++++++++++++++++++ | 45% ~11s
|+++++++++++++++++++++++ | 46% ~11s
|++++++++++++++++++++++++ | 47% ~11s
|++++++++++++++++++++++++ | 48% ~10s
|+++++++++++++++++++++++++ | 49% ~10s
|+++++++++++++++++++++++++ | 50% ~10s
|++++++++++++++++++++++++++ | 51% ~10s
|++++++++++++++++++++++++++ | 52% ~10s
|+++++++++++++++++++++++++++ | 53% ~09s
|+++++++++++++++++++++++++++ | 54% ~09s
|++++++++++++++++++++++++++++ | 55% ~09s
|++++++++++++++++++++++++++++ | 56% ~09s
|+++++++++++++++++++++++++++++ | 57% ~09s
|+++++++++++++++++++++++++++++ | 58% ~08s
|++++++++++++++++++++++++++++++ | 59% ~08s
|++++++++++++++++++++++++++++++ | 60% ~08s
|+++++++++++++++++++++++++++++++ | 61% ~08s
|+++++++++++++++++++++++++++++++ | 62% ~08s
|++++++++++++++++++++++++++++++++ | 63% ~07s
|++++++++++++++++++++++++++++++++ | 64% ~07s
|+++++++++++++++++++++++++++++++++ | 65% ~07s
|+++++++++++++++++++++++++++++++++ | 66% ~07s
|++++++++++++++++++++++++++++++++++ | 67% ~07s
|++++++++++++++++++++++++++++++++++ | 68% ~06s
|+++++++++++++++++++++++++++++++++++ | 69% ~06s
|+++++++++++++++++++++++++++++++++++ | 70% ~06s
|++++++++++++++++++++++++++++++++++++ | 71% ~06s
|++++++++++++++++++++++++++++++++++++ | 72% ~06s
|+++++++++++++++++++++++++++++++++++++ | 73% ~05s
|+++++++++++++++++++++++++++++++++++++ | 74% ~05s
|++++++++++++++++++++++++++++++++++++++ | 75% ~05s
|++++++++++++++++++++++++++++++++++++++ | 76% ~05s
|+++++++++++++++++++++++++++++++++++++++ | 77% ~05s
|+++++++++++++++++++++++++++++++++++++++ | 78% ~04s
|++++++++++++++++++++++++++++++++++++++++ | 79% ~04s
|++++++++++++++++++++++++++++++++++++++++ | 80% ~04s
|+++++++++++++++++++++++++++++++++++++++++ | 81% ~04s
|+++++++++++++++++++++++++++++++++++++++++ | 82% ~04s
|++++++++++++++++++++++++++++++++++++++++++ | 83% ~03s
|++++++++++++++++++++++++++++++++++++++++++ | 84% ~03s
|+++++++++++++++++++++++++++++++++++++++++++ | 85% ~03s
|+++++++++++++++++++++++++++++++++++++++++++ | 86% ~03s
|++++++++++++++++++++++++++++++++++++++++++++ | 87% ~03s
|++++++++++++++++++++++++++++++++++++++++++++ | 88% ~02s
|+++++++++++++++++++++++++++++++++++++++++++++ | 89% ~02s
|+++++++++++++++++++++++++++++++++++++++++++++ | 90% ~02s
|++++++++++++++++++++++++++++++++++++++++++++++ | 91% ~02s
|++++++++++++++++++++++++++++++++++++++++++++++ | 92% ~02s
|+++++++++++++++++++++++++++++++++++++++++++++++ | 93% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++++ | 94% ~01s
|++++++++++++++++++++++++++++++++++++++++++++++++ | 95% ~01s
|++++++++++++++++++++++++++++++++++++++++++++++++ | 96% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++++++ | 97% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++++++ | 98% ~00s
|++++++++++++++++++++++++++++++++++++++++++++++++++| 99% ~00s
|++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=20s
Calculating cluster IT_A_5
| | 0 % ~calculating
|+ | 1 % ~26s
|++ | 2 % ~25s
|++ | 3 % ~25s
|+++ | 4 % ~24s
|+++ | 5 % ~25s
|++++ | 6 % ~25s
|++++ | 7 % ~24s
|+++++ | 8 % ~24s
|+++++ | 9 % ~23s
|++++++ | 10% ~23s
|++++++ | 11% ~23s
|+++++++ | 12% ~22s
|+++++++ | 13% ~22s
|++++++++ | 14% ~22s
|++++++++ | 15% ~21s
|+++++++++ | 16% ~21s
|+++++++++ | 17% ~21s
|++++++++++ | 18% ~21s
|++++++++++ | 19% ~20s
|+++++++++++ | 20% ~20s
|+++++++++++ | 21% ~20s
|++++++++++++ | 22% ~20s
|++++++++++++ | 23% ~19s
|+++++++++++++ | 24% ~19s
|+++++++++++++ | 26% ~19s
|++++++++++++++ | 27% ~19s
|++++++++++++++ | 28% ~18s
|+++++++++++++++ | 29% ~18s
|+++++++++++++++ | 30% ~18s
|++++++++++++++++ | 31% ~17s
|++++++++++++++++ | 32% ~17s
|+++++++++++++++++ | 33% ~17s
|+++++++++++++++++ | 34% ~17s
|++++++++++++++++++ | 35% ~17s
|++++++++++++++++++ | 36% ~16s
|+++++++++++++++++++ | 37% ~16s
|+++++++++++++++++++ | 38% ~16s
|++++++++++++++++++++ | 39% ~16s
|++++++++++++++++++++ | 40% ~15s
|+++++++++++++++++++++ | 41% ~15s
|+++++++++++++++++++++ | 42% ~15s
|++++++++++++++++++++++ | 43% ~14s
|++++++++++++++++++++++ | 44% ~14s
|+++++++++++++++++++++++ | 45% ~14s
|+++++++++++++++++++++++ | 46% ~14s
|++++++++++++++++++++++++ | 47% ~13s
|++++++++++++++++++++++++ | 48% ~13s
|+++++++++++++++++++++++++ | 49% ~13s
|+++++++++++++++++++++++++ | 50% ~13s
|++++++++++++++++++++++++++ | 51% ~12s
|+++++++++++++++++++++++++++ | 52% ~12s
|+++++++++++++++++++++++++++ | 53% ~12s
|++++++++++++++++++++++++++++ | 54% ~12s
|++++++++++++++++++++++++++++ | 55% ~11s
|+++++++++++++++++++++++++++++ | 56% ~11s
|+++++++++++++++++++++++++++++ | 57% ~11s
|++++++++++++++++++++++++++++++ | 58% ~11s
|++++++++++++++++++++++++++++++ | 59% ~10s
|+++++++++++++++++++++++++++++++ | 60% ~10s
|+++++++++++++++++++++++++++++++ | 61% ~10s
|++++++++++++++++++++++++++++++++ | 62% ~10s
|++++++++++++++++++++++++++++++++ | 63% ~09s
|+++++++++++++++++++++++++++++++++ | 64% ~09s
|+++++++++++++++++++++++++++++++++ | 65% ~09s
|++++++++++++++++++++++++++++++++++ | 66% ~08s
|++++++++++++++++++++++++++++++++++ | 67% ~08s
|+++++++++++++++++++++++++++++++++++ | 68% ~08s
|+++++++++++++++++++++++++++++++++++ | 69% ~08s
|++++++++++++++++++++++++++++++++++++ | 70% ~07s
|++++++++++++++++++++++++++++++++++++ | 71% ~07s
|+++++++++++++++++++++++++++++++++++++ | 72% ~07s
|+++++++++++++++++++++++++++++++++++++ | 73% ~07s
|++++++++++++++++++++++++++++++++++++++ | 74% ~06s
|++++++++++++++++++++++++++++++++++++++ | 76% ~06s
|+++++++++++++++++++++++++++++++++++++++ | 77% ~06s
|+++++++++++++++++++++++++++++++++++++++ | 78% ~06s
|++++++++++++++++++++++++++++++++++++++++ | 79% ~05s
|++++++++++++++++++++++++++++++++++++++++ | 80% ~05s
|+++++++++++++++++++++++++++++++++++++++++ | 81% ~05s
|+++++++++++++++++++++++++++++++++++++++++ | 82% ~05s
|++++++++++++++++++++++++++++++++++++++++++ | 83% ~04s
|++++++++++++++++++++++++++++++++++++++++++ | 84% ~04s
|+++++++++++++++++++++++++++++++++++++++++++ | 85% ~04s
|+++++++++++++++++++++++++++++++++++++++++++ | 86% ~04s
|++++++++++++++++++++++++++++++++++++++++++++ | 87% ~03s
|++++++++++++++++++++++++++++++++++++++++++++ | 88% ~03s
|+++++++++++++++++++++++++++++++++++++++++++++ | 89% ~03s
|+++++++++++++++++++++++++++++++++++++++++++++ | 90% ~03s
|++++++++++++++++++++++++++++++++++++++++++++++ | 91% ~02s
|++++++++++++++++++++++++++++++++++++++++++++++ | 92% ~02s
|+++++++++++++++++++++++++++++++++++++++++++++++ | 93% ~02s
|+++++++++++++++++++++++++++++++++++++++++++++++ | 94% ~02s
|++++++++++++++++++++++++++++++++++++++++++++++++ | 95% ~01s
|++++++++++++++++++++++++++++++++++++++++++++++++ | 96% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++++++ | 97% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++++++ | 98% ~01s
|++++++++++++++++++++++++++++++++++++++++++++++++++| 99% ~00s
|++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=25s
Calculating cluster IT_B_2
| | 0 % ~calculating
|+ | 1 % ~30s
|++ | 2 % ~30s
|++ | 3 % ~30s
|+++ | 4 % ~30s
|+++ | 5 % ~29s
|++++ | 6 % ~29s
|++++ | 7 % ~28s
|+++++ | 8 % ~28s
|+++++ | 9 % ~27s
|++++++ | 10% ~27s
|++++++ | 11% ~26s
|+++++++ | 12% ~26s
|+++++++ | 13% ~26s
|++++++++ | 14% ~25s
|++++++++ | 15% ~25s
|+++++++++ | 16% ~25s
|+++++++++ | 17% ~24s
|++++++++++ | 18% ~24s
|++++++++++ | 19% ~24s
|+++++++++++ | 20% ~23s
|+++++++++++ | 21% ~23s
|++++++++++++ | 22% ~23s
|++++++++++++ | 23% ~23s
|+++++++++++++ | 24% ~22s
|+++++++++++++ | 26% ~22s
|++++++++++++++ | 27% ~22s
|++++++++++++++ | 28% ~21s
|+++++++++++++++ | 29% ~21s
|+++++++++++++++ | 30% ~21s
|++++++++++++++++ | 31% ~21s
|++++++++++++++++ | 32% ~20s
|+++++++++++++++++ | 33% ~20s
|+++++++++++++++++ | 34% ~20s
|++++++++++++++++++ | 35% ~19s
|++++++++++++++++++ | 36% ~19s
|+++++++++++++++++++ | 37% ~19s
|+++++++++++++++++++ | 38% ~18s
|++++++++++++++++++++ | 39% ~18s
|++++++++++++++++++++ | 40% ~18s
|+++++++++++++++++++++ | 41% ~17s
|+++++++++++++++++++++ | 42% ~17s
|++++++++++++++++++++++ | 43% ~17s
|++++++++++++++++++++++ | 44% ~17s
|+++++++++++++++++++++++ | 45% ~16s
|+++++++++++++++++++++++ | 46% ~16s
|++++++++++++++++++++++++ | 47% ~16s
|++++++++++++++++++++++++ | 48% ~15s
|+++++++++++++++++++++++++ | 49% ~15s
|+++++++++++++++++++++++++ | 50% ~15s
|++++++++++++++++++++++++++ | 51% ~14s
|+++++++++++++++++++++++++++ | 52% ~14s
|+++++++++++++++++++++++++++ | 53% ~14s
|++++++++++++++++++++++++++++ | 54% ~14s
|++++++++++++++++++++++++++++ | 55% ~13s
|+++++++++++++++++++++++++++++ | 56% ~13s
|+++++++++++++++++++++++++++++ | 57% ~13s
|++++++++++++++++++++++++++++++ | 58% ~12s
|++++++++++++++++++++++++++++++ | 59% ~12s
|+++++++++++++++++++++++++++++++ | 60% ~12s
|+++++++++++++++++++++++++++++++ | 61% ~11s
|++++++++++++++++++++++++++++++++ | 62% ~11s
|++++++++++++++++++++++++++++++++ | 63% ~11s
|+++++++++++++++++++++++++++++++++ | 64% ~11s
|+++++++++++++++++++++++++++++++++ | 65% ~10s
|++++++++++++++++++++++++++++++++++ | 66% ~10s
|++++++++++++++++++++++++++++++++++ | 67% ~10s
|+++++++++++++++++++++++++++++++++++ | 68% ~09s
|+++++++++++++++++++++++++++++++++++ | 69% ~09s
|++++++++++++++++++++++++++++++++++++ | 70% ~09s
|++++++++++++++++++++++++++++++++++++ | 71% ~08s
|+++++++++++++++++++++++++++++++++++++ | 72% ~08s
|+++++++++++++++++++++++++++++++++++++ | 73% ~08s
|++++++++++++++++++++++++++++++++++++++ | 74% ~08s
|++++++++++++++++++++++++++++++++++++++ | 76% ~07s
|+++++++++++++++++++++++++++++++++++++++ | 77% ~07s
|+++++++++++++++++++++++++++++++++++++++ | 78% ~07s
|++++++++++++++++++++++++++++++++++++++++ | 79% ~06s
|++++++++++++++++++++++++++++++++++++++++ | 80% ~06s
|+++++++++++++++++++++++++++++++++++++++++ | 81% ~06s
|+++++++++++++++++++++++++++++++++++++++++ | 82% ~05s
|++++++++++++++++++++++++++++++++++++++++++ | 83% ~05s
|++++++++++++++++++++++++++++++++++++++++++ | 84% ~05s
|+++++++++++++++++++++++++++++++++++++++++++ | 85% ~05s
|+++++++++++++++++++++++++++++++++++++++++++ | 86% ~04s
|++++++++++++++++++++++++++++++++++++++++++++ | 87% ~04s
|++++++++++++++++++++++++++++++++++++++++++++ | 88% ~04s
|+++++++++++++++++++++++++++++++++++++++++++++ | 89% ~03s
|+++++++++++++++++++++++++++++++++++++++++++++ | 90% ~03s
|++++++++++++++++++++++++++++++++++++++++++++++ | 91% ~03s
|++++++++++++++++++++++++++++++++++++++++++++++ | 92% ~03s
|+++++++++++++++++++++++++++++++++++++++++++++++ | 93% ~03s
|+++++++++++++++++++++++++++++++++++++++++++++++ | 94% ~02s
|++++++++++++++++++++++++++++++++++++++++++++++++ | 95% ~02s
|++++++++++++++++++++++++++++++++++++++++++++++++ | 96% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++++++ | 97% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++++++ | 98% ~01s
|++++++++++++++++++++++++++++++++++++++++++++++++++| 99% ~00s
|++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=36s
Calculating cluster IT_B_1
| | 0 % ~calculating
|+ | 1 % ~10s
|++ | 2 % ~09s
|++ | 3 % ~08s
|+++ | 5 % ~08s
|+++ | 6 % ~08s
|++++ | 7 % ~08s
|++++ | 8 % ~07s
|+++++ | 9 % ~07s
|++++++ | 10% ~07s
|++++++ | 11% ~07s
|+++++++ | 12% ~07s
|+++++++ | 14% ~07s
|++++++++ | 15% ~07s
|++++++++ | 16% ~07s
|+++++++++ | 17% ~06s
|++++++++++ | 18% ~06s
|++++++++++ | 19% ~06s
|+++++++++++ | 20% ~06s
|+++++++++++ | 22% ~06s
|++++++++++++ | 23% ~06s
|++++++++++++ | 24% ~06s
|+++++++++++++ | 25% ~06s
|++++++++++++++ | 26% ~06s
|++++++++++++++ | 27% ~06s
|+++++++++++++++ | 28% ~05s
|+++++++++++++++ | 30% ~05s
|++++++++++++++++ | 31% ~05s
|++++++++++++++++ | 32% ~05s
|+++++++++++++++++ | 33% ~05s
|++++++++++++++++++ | 34% ~05s
|++++++++++++++++++ | 35% ~05s
|+++++++++++++++++++ | 36% ~05s
|+++++++++++++++++++ | 38% ~05s
|++++++++++++++++++++ | 39% ~05s
|++++++++++++++++++++ | 40% ~05s
|+++++++++++++++++++++ | 41% ~04s
|++++++++++++++++++++++ | 42% ~04s
|++++++++++++++++++++++ | 43% ~04s
|+++++++++++++++++++++++ | 44% ~04s
|+++++++++++++++++++++++ | 45% ~04s
|++++++++++++++++++++++++ | 47% ~04s
|++++++++++++++++++++++++ | 48% ~04s
|+++++++++++++++++++++++++ | 49% ~04s
|+++++++++++++++++++++++++ | 50% ~04s
|++++++++++++++++++++++++++ | 51% ~04s
|+++++++++++++++++++++++++++ | 52% ~04s
|+++++++++++++++++++++++++++ | 53% ~03s
|++++++++++++++++++++++++++++ | 55% ~03s
|++++++++++++++++++++++++++++ | 56% ~03s
|+++++++++++++++++++++++++++++ | 57% ~03s
|+++++++++++++++++++++++++++++ | 58% ~03s
|++++++++++++++++++++++++++++++ | 59% ~03s
|+++++++++++++++++++++++++++++++ | 60% ~03s
|+++++++++++++++++++++++++++++++ | 61% ~03s
|++++++++++++++++++++++++++++++++ | 62% ~03s
|++++++++++++++++++++++++++++++++ | 64% ~03s
|+++++++++++++++++++++++++++++++++ | 65% ~03s
|+++++++++++++++++++++++++++++++++ | 66% ~03s
|++++++++++++++++++++++++++++++++++ | 67% ~02s
|+++++++++++++++++++++++++++++++++++ | 68% ~02s
|+++++++++++++++++++++++++++++++++++ | 69% ~02s
|++++++++++++++++++++++++++++++++++++ | 70% ~02s
|++++++++++++++++++++++++++++++++++++ | 72% ~02s
|+++++++++++++++++++++++++++++++++++++ | 73% ~02s
|+++++++++++++++++++++++++++++++++++++ | 74% ~02s
|++++++++++++++++++++++++++++++++++++++ | 75% ~02s
|+++++++++++++++++++++++++++++++++++++++ | 76% ~02s
|+++++++++++++++++++++++++++++++++++++++ | 77% ~02s
|++++++++++++++++++++++++++++++++++++++++ | 78% ~02s
|++++++++++++++++++++++++++++++++++++++++ | 80% ~02s
|+++++++++++++++++++++++++++++++++++++++++ | 81% ~01s
|+++++++++++++++++++++++++++++++++++++++++ | 82% ~01s
|++++++++++++++++++++++++++++++++++++++++++ | 83% ~01s
|+++++++++++++++++++++++++++++++++++++++++++ | 84% ~01s
|+++++++++++++++++++++++++++++++++++++++++++ | 85% ~01s
|++++++++++++++++++++++++++++++++++++++++++++ | 86% ~01s
|++++++++++++++++++++++++++++++++++++++++++++ | 88% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++ | 89% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++ | 90% ~01s
|++++++++++++++++++++++++++++++++++++++++++++++ | 91% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++++ | 92% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++++ | 93% ~01s
|++++++++++++++++++++++++++++++++++++++++++++++++ | 94% ~00s
|++++++++++++++++++++++++++++++++++++++++++++++++ | 95% ~00s
|+++++++++++++++++++++++++++++++++++++++++++++++++ | 97% ~00s
|+++++++++++++++++++++++++++++++++++++++++++++++++ | 98% ~00s
|++++++++++++++++++++++++++++++++++++++++++++++++++| 99% ~00s
|++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=08s
Calculating cluster L5PT_1
| | 0 % ~calculating
|+ | 1 % ~26s
|++ | 2 % ~24s
|++ | 3 % ~25s
|+++ | 4 % ~24s
|+++ | 5 % ~24s
|++++ | 6 % ~23s
|++++ | 7 % ~23s
|+++++ | 8 % ~23s
|+++++ | 9 % ~22s
|++++++ | 10% ~22s
|++++++ | 11% ~22s
|+++++++ | 12% ~21s
|+++++++ | 13% ~21s
|++++++++ | 14% ~21s
|++++++++ | 15% ~21s
|+++++++++ | 16% ~20s
|+++++++++ | 17% ~20s
|++++++++++ | 18% ~20s
|++++++++++ | 19% ~20s
|+++++++++++ | 20% ~19s
|+++++++++++ | 21% ~19s
|++++++++++++ | 22% ~19s
|++++++++++++ | 23% ~19s
|+++++++++++++ | 24% ~18s
|+++++++++++++ | 26% ~18s
|++++++++++++++ | 27% ~18s
|++++++++++++++ | 28% ~18s
|+++++++++++++++ | 29% ~17s
|+++++++++++++++ | 30% ~17s
|++++++++++++++++ | 31% ~17s
|++++++++++++++++ | 32% ~17s
|+++++++++++++++++ | 33% ~16s
|+++++++++++++++++ | 34% ~16s
|++++++++++++++++++ | 35% ~16s
|++++++++++++++++++ | 36% ~16s
|+++++++++++++++++++ | 37% ~15s
|+++++++++++++++++++ | 38% ~15s
|++++++++++++++++++++ | 39% ~15s
|++++++++++++++++++++ | 40% ~15s
|+++++++++++++++++++++ | 41% ~14s
|+++++++++++++++++++++ | 42% ~14s
|++++++++++++++++++++++ | 43% ~14s
|++++++++++++++++++++++ | 44% ~14s
|+++++++++++++++++++++++ | 45% ~13s
|+++++++++++++++++++++++ | 46% ~13s
|++++++++++++++++++++++++ | 47% ~13s
|++++++++++++++++++++++++ | 48% ~13s
|+++++++++++++++++++++++++ | 49% ~13s
|+++++++++++++++++++++++++ | 50% ~12s
|++++++++++++++++++++++++++ | 51% ~12s
|+++++++++++++++++++++++++++ | 52% ~12s
|+++++++++++++++++++++++++++ | 53% ~12s
|++++++++++++++++++++++++++++ | 54% ~11s
|++++++++++++++++++++++++++++ | 55% ~11s
|+++++++++++++++++++++++++++++ | 56% ~11s
|+++++++++++++++++++++++++++++ | 57% ~11s
|++++++++++++++++++++++++++++++ | 58% ~10s
|++++++++++++++++++++++++++++++ | 59% ~10s
|+++++++++++++++++++++++++++++++ | 60% ~10s
|+++++++++++++++++++++++++++++++ | 61% ~10s
|++++++++++++++++++++++++++++++++ | 62% ~09s
|++++++++++++++++++++++++++++++++ | 63% ~09s
|+++++++++++++++++++++++++++++++++ | 64% ~09s
|+++++++++++++++++++++++++++++++++ | 65% ~09s
|++++++++++++++++++++++++++++++++++ | 66% ~08s
|++++++++++++++++++++++++++++++++++ | 67% ~08s
|+++++++++++++++++++++++++++++++++++ | 68% ~08s
|+++++++++++++++++++++++++++++++++++ | 69% ~08s
|++++++++++++++++++++++++++++++++++++ | 70% ~07s
|++++++++++++++++++++++++++++++++++++ | 71% ~07s
|+++++++++++++++++++++++++++++++++++++ | 72% ~07s
|+++++++++++++++++++++++++++++++++++++ | 73% ~07s
|++++++++++++++++++++++++++++++++++++++ | 74% ~06s
|++++++++++++++++++++++++++++++++++++++ | 76% ~06s
|+++++++++++++++++++++++++++++++++++++++ | 77% ~06s
|+++++++++++++++++++++++++++++++++++++++ | 78% ~06s
|++++++++++++++++++++++++++++++++++++++++ | 79% ~05s
|++++++++++++++++++++++++++++++++++++++++ | 80% ~05s
|+++++++++++++++++++++++++++++++++++++++++ | 81% ~05s
|+++++++++++++++++++++++++++++++++++++++++ | 82% ~05s
|++++++++++++++++++++++++++++++++++++++++++ | 83% ~04s
|++++++++++++++++++++++++++++++++++++++++++ | 84% ~04s
|+++++++++++++++++++++++++++++++++++++++++++ | 85% ~04s
|+++++++++++++++++++++++++++++++++++++++++++ | 86% ~04s
|++++++++++++++++++++++++++++++++++++++++++++ | 87% ~03s
|++++++++++++++++++++++++++++++++++++++++++++ | 88% ~03s
|+++++++++++++++++++++++++++++++++++++++++++++ | 89% ~03s
|+++++++++++++++++++++++++++++++++++++++++++++ | 90% ~03s
|++++++++++++++++++++++++++++++++++++++++++++++ | 91% ~02s
|++++++++++++++++++++++++++++++++++++++++++++++ | 92% ~02s
|+++++++++++++++++++++++++++++++++++++++++++++++ | 93% ~02s
|+++++++++++++++++++++++++++++++++++++++++++++++ | 94% ~02s
|++++++++++++++++++++++++++++++++++++++++++++++++ | 95% ~01s
|++++++++++++++++++++++++++++++++++++++++++++++++ | 96% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++++++ | 97% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++++++ | 98% ~01s
|++++++++++++++++++++++++++++++++++++++++++++++++++| 99% ~00s
|++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=25s
Calculating cluster L5PT_2
| | 0 % ~calculating
|+ | 1 % ~06s
|++ | 2 % ~06s
|++ | 3 % ~06s
|+++ | 4 % ~06s
|+++ | 5 % ~05s
|++++ | 6 % ~06s
|++++ | 8 % ~06s
|+++++ | 9 % ~06s
|+++++ | 10% ~06s
|++++++ | 11% ~05s
|++++++ | 12% ~05s
|+++++++ | 13% ~05s
|+++++++ | 14% ~05s
|++++++++ | 15% ~05s
|+++++++++ | 16% ~05s
|+++++++++ | 17% ~05s
|++++++++++ | 18% ~05s
|++++++++++ | 19% ~05s
|+++++++++++ | 20% ~05s
|+++++++++++ | 22% ~05s
|++++++++++++ | 23% ~05s
|++++++++++++ | 24% ~05s
|+++++++++++++ | 25% ~05s
|+++++++++++++ | 26% ~05s
|++++++++++++++ | 27% ~05s
|++++++++++++++ | 28% ~05s
|+++++++++++++++ | 29% ~04s
|++++++++++++++++ | 30% ~04s
|++++++++++++++++ | 31% ~04s
|+++++++++++++++++ | 32% ~04s
|+++++++++++++++++ | 33% ~04s
|++++++++++++++++++ | 34% ~04s
|++++++++++++++++++ | 35% ~04s
|+++++++++++++++++++ | 37% ~04s
|+++++++++++++++++++ | 38% ~04s
|++++++++++++++++++++ | 39% ~04s
|++++++++++++++++++++ | 40% ~04s
|+++++++++++++++++++++ | 41% ~04s
|+++++++++++++++++++++ | 42% ~04s
|++++++++++++++++++++++ | 43% ~04s
|+++++++++++++++++++++++ | 44% ~04s
|+++++++++++++++++++++++ | 45% ~03s
|++++++++++++++++++++++++ | 46% ~03s
|++++++++++++++++++++++++ | 47% ~03s
|+++++++++++++++++++++++++ | 48% ~03s
|+++++++++++++++++++++++++ | 49% ~03s
|++++++++++++++++++++++++++ | 51% ~03s
|++++++++++++++++++++++++++ | 52% ~03s
|+++++++++++++++++++++++++++ | 53% ~03s
|+++++++++++++++++++++++++++ | 54% ~03s
|++++++++++++++++++++++++++++ | 55% ~03s
|++++++++++++++++++++++++++++ | 56% ~03s
|+++++++++++++++++++++++++++++ | 57% ~03s
|++++++++++++++++++++++++++++++ | 58% ~03s
|++++++++++++++++++++++++++++++ | 59% ~03s
|+++++++++++++++++++++++++++++++ | 60% ~02s
|+++++++++++++++++++++++++++++++ | 61% ~02s
|++++++++++++++++++++++++++++++++ | 62% ~02s
|++++++++++++++++++++++++++++++++ | 63% ~02s
|+++++++++++++++++++++++++++++++++ | 65% ~02s
|+++++++++++++++++++++++++++++++++ | 66% ~02s
|++++++++++++++++++++++++++++++++++ | 67% ~02s
|++++++++++++++++++++++++++++++++++ | 68% ~02s
|+++++++++++++++++++++++++++++++++++ | 69% ~02s
|+++++++++++++++++++++++++++++++++++ | 70% ~02s
|++++++++++++++++++++++++++++++++++++ | 71% ~02s
|+++++++++++++++++++++++++++++++++++++ | 72% ~02s
|+++++++++++++++++++++++++++++++++++++ | 73% ~02s
|++++++++++++++++++++++++++++++++++++++ | 74% ~02s
|++++++++++++++++++++++++++++++++++++++ | 75% ~02s
|+++++++++++++++++++++++++++++++++++++++ | 76% ~01s
|+++++++++++++++++++++++++++++++++++++++ | 77% ~01s
|++++++++++++++++++++++++++++++++++++++++ | 78% ~01s
|++++++++++++++++++++++++++++++++++++++++ | 80% ~01s
|+++++++++++++++++++++++++++++++++++++++++ | 81% ~01s
|+++++++++++++++++++++++++++++++++++++++++ | 82% ~01s
|++++++++++++++++++++++++++++++++++++++++++ | 83% ~01s
|++++++++++++++++++++++++++++++++++++++++++ | 84% ~01s
|+++++++++++++++++++++++++++++++++++++++++++ | 85% ~01s
|++++++++++++++++++++++++++++++++++++++++++++ | 86% ~01s
|++++++++++++++++++++++++++++++++++++++++++++ | 87% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++ | 88% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++ | 89% ~01s
|++++++++++++++++++++++++++++++++++++++++++++++ | 90% ~01s
|++++++++++++++++++++++++++++++++++++++++++++++ | 91% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++++ | 92% ~00s
|+++++++++++++++++++++++++++++++++++++++++++++++ | 94% ~00s
|++++++++++++++++++++++++++++++++++++++++++++++++ | 95% ~00s
|++++++++++++++++++++++++++++++++++++++++++++++++ | 96% ~00s
|+++++++++++++++++++++++++++++++++++++++++++++++++ | 97% ~00s
|+++++++++++++++++++++++++++++++++++++++++++++++++ | 98% ~00s
|++++++++++++++++++++++++++++++++++++++++++++++++++| 99% ~00s
|++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=06s
Calculating cluster L6CT_3
| | 0 % ~calculating
|+ | 1 % ~19s
|++ | 2 % ~18s
|++ | 3 % ~17s
|+++ | 4 % ~16s
|+++ | 5 % ~16s
|++++ | 6 % ~15s
|++++ | 7 % ~15s
|+++++ | 8 % ~15s
|+++++ | 9 % ~15s
|++++++ | 10% ~15s
|++++++ | 11% ~15s
|+++++++ | 12% ~14s
|+++++++ | 13% ~14s
|++++++++ | 14% ~14s
|++++++++ | 15% ~14s
|+++++++++ | 16% ~14s
|+++++++++ | 18% ~14s
|++++++++++ | 19% ~13s
|++++++++++ | 20% ~13s
|+++++++++++ | 21% ~13s
|+++++++++++ | 22% ~13s
|++++++++++++ | 23% ~13s
|++++++++++++ | 24% ~13s
|+++++++++++++ | 25% ~12s
|+++++++++++++ | 26% ~12s
|++++++++++++++ | 27% ~12s
|++++++++++++++ | 28% ~12s
|+++++++++++++++ | 29% ~12s
|+++++++++++++++ | 30% ~11s
|++++++++++++++++ | 31% ~11s
|++++++++++++++++ | 32% ~11s
|+++++++++++++++++ | 33% ~11s
|++++++++++++++++++ | 34% ~11s
|++++++++++++++++++ | 35% ~11s
|+++++++++++++++++++ | 36% ~10s
|+++++++++++++++++++ | 37% ~10s
|++++++++++++++++++++ | 38% ~10s
|++++++++++++++++++++ | 39% ~10s
|+++++++++++++++++++++ | 40% ~10s
|+++++++++++++++++++++ | 41% ~10s
|++++++++++++++++++++++ | 42% ~09s
|++++++++++++++++++++++ | 43% ~09s
|+++++++++++++++++++++++ | 44% ~09s
|+++++++++++++++++++++++ | 45% ~09s
|++++++++++++++++++++++++ | 46% ~09s
|++++++++++++++++++++++++ | 47% ~09s
|+++++++++++++++++++++++++ | 48% ~08s
|+++++++++++++++++++++++++ | 49% ~08s
|++++++++++++++++++++++++++ | 51% ~08s
|++++++++++++++++++++++++++ | 52% ~08s
|+++++++++++++++++++++++++++ | 53% ~08s
|+++++++++++++++++++++++++++ | 54% ~08s
|++++++++++++++++++++++++++++ | 55% ~07s
|++++++++++++++++++++++++++++ | 56% ~07s
|+++++++++++++++++++++++++++++ | 57% ~07s
|+++++++++++++++++++++++++++++ | 58% ~07s
|++++++++++++++++++++++++++++++ | 59% ~07s
|++++++++++++++++++++++++++++++ | 60% ~07s
|+++++++++++++++++++++++++++++++ | 61% ~06s
|+++++++++++++++++++++++++++++++ | 62% ~06s
|++++++++++++++++++++++++++++++++ | 63% ~06s
|++++++++++++++++++++++++++++++++ | 64% ~06s
|+++++++++++++++++++++++++++++++++ | 65% ~06s
|+++++++++++++++++++++++++++++++++ | 66% ~06s
|++++++++++++++++++++++++++++++++++ | 67% ~05s
|+++++++++++++++++++++++++++++++++++ | 68% ~05s
|+++++++++++++++++++++++++++++++++++ | 69% ~05s
|++++++++++++++++++++++++++++++++++++ | 70% ~05s
|++++++++++++++++++++++++++++++++++++ | 71% ~05s
|+++++++++++++++++++++++++++++++++++++ | 72% ~05s
|+++++++++++++++++++++++++++++++++++++ | 73% ~04s
|++++++++++++++++++++++++++++++++++++++ | 74% ~04s
|++++++++++++++++++++++++++++++++++++++ | 75% ~04s
|+++++++++++++++++++++++++++++++++++++++ | 76% ~04s
|+++++++++++++++++++++++++++++++++++++++ | 77% ~04s
|++++++++++++++++++++++++++++++++++++++++ | 78% ~04s
|++++++++++++++++++++++++++++++++++++++++ | 79% ~03s
|+++++++++++++++++++++++++++++++++++++++++ | 80% ~03s
|+++++++++++++++++++++++++++++++++++++++++ | 81% ~03s
|++++++++++++++++++++++++++++++++++++++++++ | 82% ~03s
|++++++++++++++++++++++++++++++++++++++++++ | 84% ~03s
|+++++++++++++++++++++++++++++++++++++++++++ | 85% ~03s
|+++++++++++++++++++++++++++++++++++++++++++ | 86% ~02s
|++++++++++++++++++++++++++++++++++++++++++++ | 87% ~02s
|++++++++++++++++++++++++++++++++++++++++++++ | 88% ~02s
|+++++++++++++++++++++++++++++++++++++++++++++ | 89% ~02s
|+++++++++++++++++++++++++++++++++++++++++++++ | 90% ~02s
|++++++++++++++++++++++++++++++++++++++++++++++ | 91% ~02s
|++++++++++++++++++++++++++++++++++++++++++++++ | 92% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++++ | 93% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++++ | 94% ~01s
|++++++++++++++++++++++++++++++++++++++++++++++++ | 95% ~01s
|++++++++++++++++++++++++++++++++++++++++++++++++ | 96% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++++++ | 97% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++++++ | 98% ~00s
|++++++++++++++++++++++++++++++++++++++++++++++++++| 99% ~00s
|++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=16s
Calculating cluster L6CT_1
| | 0 % ~calculating
|+ | 1 % ~19s
|++ | 2 % ~16s
|++ | 3 % ~16s
|+++ | 4 % ~16s
|+++ | 5 % ~16s
|++++ | 6 % ~16s
|++++ | 7 % ~16s
|+++++ | 9 % ~15s
|+++++ | 10% ~15s
|++++++ | 11% ~15s
|++++++ | 12% ~15s
|+++++++ | 13% ~15s
|+++++++ | 14% ~15s
|++++++++ | 15% ~14s
|++++++++ | 16% ~14s
|+++++++++ | 17% ~14s
|++++++++++ | 18% ~14s
|++++++++++ | 19% ~14s
|+++++++++++ | 20% ~13s
|+++++++++++ | 21% ~13s
|++++++++++++ | 22% ~13s
|++++++++++++ | 23% ~13s
|+++++++++++++ | 24% ~13s
|+++++++++++++ | 26% ~12s
|++++++++++++++ | 27% ~12s
|++++++++++++++ | 28% ~12s
|+++++++++++++++ | 29% ~12s
|+++++++++++++++ | 30% ~12s
|++++++++++++++++ | 31% ~12s
|++++++++++++++++ | 32% ~11s
|+++++++++++++++++ | 33% ~11s
|++++++++++++++++++ | 34% ~11s
|++++++++++++++++++ | 35% ~11s
|+++++++++++++++++++ | 36% ~11s
|+++++++++++++++++++ | 37% ~11s
|++++++++++++++++++++ | 38% ~10s
|++++++++++++++++++++ | 39% ~10s
|+++++++++++++++++++++ | 40% ~10s
|+++++++++++++++++++++ | 41% ~10s
|++++++++++++++++++++++ | 43% ~10s
|++++++++++++++++++++++ | 44% ~10s
|+++++++++++++++++++++++ | 45% ~09s
|+++++++++++++++++++++++ | 46% ~09s
|++++++++++++++++++++++++ | 47% ~09s
|++++++++++++++++++++++++ | 48% ~09s
|+++++++++++++++++++++++++ | 49% ~09s
|+++++++++++++++++++++++++ | 50% ~08s
|++++++++++++++++++++++++++ | 51% ~08s
|+++++++++++++++++++++++++++ | 52% ~08s
|+++++++++++++++++++++++++++ | 53% ~08s
|++++++++++++++++++++++++++++ | 54% ~08s
|++++++++++++++++++++++++++++ | 55% ~08s
|+++++++++++++++++++++++++++++ | 56% ~07s
|+++++++++++++++++++++++++++++ | 57% ~07s
|++++++++++++++++++++++++++++++ | 59% ~07s
|++++++++++++++++++++++++++++++ | 60% ~07s
|+++++++++++++++++++++++++++++++ | 61% ~07s
|+++++++++++++++++++++++++++++++ | 62% ~06s
|++++++++++++++++++++++++++++++++ | 63% ~06s
|++++++++++++++++++++++++++++++++ | 64% ~06s
|+++++++++++++++++++++++++++++++++ | 65% ~06s
|+++++++++++++++++++++++++++++++++ | 66% ~06s
|++++++++++++++++++++++++++++++++++ | 67% ~06s
|+++++++++++++++++++++++++++++++++++ | 68% ~05s
|+++++++++++++++++++++++++++++++++++ | 69% ~05s
|++++++++++++++++++++++++++++++++++++ | 70% ~05s
|++++++++++++++++++++++++++++++++++++ | 71% ~05s
|+++++++++++++++++++++++++++++++++++++ | 72% ~05s
|+++++++++++++++++++++++++++++++++++++ | 73% ~04s
|++++++++++++++++++++++++++++++++++++++ | 74% ~04s
|++++++++++++++++++++++++++++++++++++++ | 76% ~04s
|+++++++++++++++++++++++++++++++++++++++ | 77% ~04s
|+++++++++++++++++++++++++++++++++++++++ | 78% ~04s
|++++++++++++++++++++++++++++++++++++++++ | 79% ~04s
|++++++++++++++++++++++++++++++++++++++++ | 80% ~03s
|+++++++++++++++++++++++++++++++++++++++++ | 81% ~03s
|+++++++++++++++++++++++++++++++++++++++++ | 82% ~03s
|++++++++++++++++++++++++++++++++++++++++++ | 83% ~03s
|+++++++++++++++++++++++++++++++++++++++++++ | 84% ~03s
|+++++++++++++++++++++++++++++++++++++++++++ | 85% ~03s
|++++++++++++++++++++++++++++++++++++++++++++ | 86% ~02s
|++++++++++++++++++++++++++++++++++++++++++++ | 87% ~02s
|+++++++++++++++++++++++++++++++++++++++++++++ | 88% ~02s
|+++++++++++++++++++++++++++++++++++++++++++++ | 89% ~02s
|++++++++++++++++++++++++++++++++++++++++++++++ | 90% ~02s
|++++++++++++++++++++++++++++++++++++++++++++++ | 91% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++++ | 93% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++++ | 94% ~01s
|++++++++++++++++++++++++++++++++++++++++++++++++ | 95% ~01s
|++++++++++++++++++++++++++++++++++++++++++++++++ | 96% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++++++ | 97% ~01s
|+++++++++++++++++++++++++++++++++++++++++++++++++ | 98% ~00s
|++++++++++++++++++++++++++++++++++++++++++++++++++| 99% ~00s
|++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=17s
Calculating cluster L6CT_4
| | 0 % ~calculating
|+ | 1 % ~09s
|+ | 2 % ~09s
|++ | 3 % ~09s
|++ | 4 % ~09s
|+++ | 5 % ~09s
|+++ | 6 % ~08s
|++++ | 7 % ~08s
|++++ | 8 % ~08s
|+++++ | 9 % ~08s
|+++++ | 10% ~08s
|++++++ | 11% ~08s
|++++++ | 12% ~08s
|+++++++ | 13% ~08s
|+++++++ | 14% ~08s
|++++++++ | 15% ~07s
|++++++++ | 16% ~07s
|+++++++++ | 17% ~07s
|+++++++++ | 18% ~07s
|++++++++++ | 19% ~07s
|++++++++++ | 20% ~07s
|+++++++++++ | 21% ~07s
|+++++++++++ | 22% ~07s
|++++++++++++ | 23% ~07s
|++++++++++++ | 24% ~07s
|+++++++++++++ | 25% ~06s
|+++++++++++++ | 26% ~06s
|++++++++++++++ | 27% ~06s
|++++++++++++++ | 28% ~06s
|+++++++++++++++ | 29% ~06s
|+++++++++++++++ | 30% ~06s
|++++++++++++++++ | 31% ~06s
|++++++++++++++++ | 32% ~06s
|+++++++++++++++++ | 33% ~06s
|+++++++++++++++++ | 34% ~06s
|++++++++++++++++++ | 35% ~06s
|++++++++++++++++++ | 36% ~06s
|+++++++++++++++++++ | 37% ~05s
|+++++++++++++++++++ | 38% ~05s
|++++++++++++++++++++ | 39% ~05s
|++++++++++++++++++++ | 40% ~05s
|+++++++++++++++++++++ | 41% ~05s
|+++++++++++++++++++++ | 42% ~05s
|++++++++++++++++++++++ | 43% ~05s
|++++++++++++++++++++++ | 44% ~05s
|+++++++++++++++++++++++ | 45% ~05s
|+++++++++++++++++++++++ | 46% ~05s
|++++++++++++++++++++++++ | 47% ~05s
|++++++++++++++++++++++++ | 48% ~04s
|+++++++++++++++++++++++++ | 49% ~04s
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SaveDotPlots(obj.opossum.glutamatergic, markers.opossum.glutamatergic,
subclass.labels, ident.labels,
"E:/Transcriptomics_V1/Opossum/seurat/cell_types/Glutamatergic/", "ENSMODG")
Warning: NAs introduced by coercionSaving 24 x 7 in image
SaveFeaturePlots(obj.opossum.glutamatergic, markers.opossum.glutamatergic,
subclass.labels, ident.labels,
"E:/Transcriptomics_V1/Opossum/seurat/cell_types/Glutamatergic/")
PlotSubclassGeneCounts(subclass.markers.opossum.glutamatergic, "subclass",
c("IT_A", "IT_B", "IT_C", "IT_D", "L5PT", "L5NP", "L6CT", "L6b")) + theme(aspect.ratio = 1)

for (sbcl in subclass.labels) {
for (id in ident.labels) {
p <- PlotIdentGeneCounts(markers.opossum.glutamatergic, sbcl, id)
p <- p + theme(aspect.ratio = 1) # Make plot square
print(p)
}
}
NULL



SaveSubclassConfusionMatrices(obj.opossum.glutamatergic, "subclass",
c("IT_A", "IT_B", "IT_C", "IT_D", "L5PT", "L5NP", "L6CT", "L6b"),
"E:/Transcriptomics_V1/Opossum/seurat/cell_types/Glutamatergic/")
Warning: NAs introduced by coercion to integer rangeWarning: package ‘xgboost’ was built under R version 4.3.1
Attaching package: ‘xgboost’
The following object is masked from ‘package:dplyr’:
slice
SaveIdentConfusionMatrices(obj.opossum.glutamatergic, subclass.labels, ident.labels,
"E:/Transcriptomics_V1/Opossum/seurat/cell_types/Glutamatergic/")

saveRDS(obj.opossum.glutamatergic, "E:/Transcriptomics_V1/Opossum/seurat/opossum_v1_glutamatergic_processed.rds")
---
title: "R Notebook"
output: html_notebook
---

```{r}

library(Seurat)
library(SeuratDisk)
library(reticulate)
library(scrubletR)
library(ggplot2)
library(patchwork)
library(dplyr)
library(data.table)
library(clustree)
library(reshape2)
library(tidyr)
library(tidyverse)
source("C:/Ryan/GitHub/trachtenberg-lab/transcriptomics/tools/seurat_functions.R")
source("C:/Ryan/GitHub/trachtenberg-lab/transcriptomics/xgboost/xgboost_train.R")
source("C:/Ryan/GitHub/trachtenberg-lab/transcriptomics/xgboost/plottingFxns.R")

obj.opossum.glutamatergic <- readRDS("E:/Transcriptomics_V1/Opossum/seurat/opossum_v1_glutamatergic.rds")

```


```{r}

obj.opossum.glutamatergic <- ClusterSCT(obj.opossum.glutamatergic, c(0.1))
PlotClusters(obj.opossum.glutamatergic, group.id = "SCT_snn_res.0.1")

```


```{r}

canon.markers <- list(
                    class = c("Slc17a6", "Slc17a7", "Sv2b"),
                    L23 = c("Cux2", "Ccbe1", "Mdga1", "Stard8"),
                    L4 = c("Whrn", "Rorb"),
                    L5IT = c("Bcl11b"),
                    L5NP = c("Nxph1", "Tshz2", "Trhr", "Slc17a8"),
                    L5PT = c("Bcl6", "Erg", "Reln"),
                    L6CT = c("Foxp2", "Syt6"),
                    L6IT = c("Zfp804b", "Cdh9"),
                    L6b = c("Ctgf", "Inpp4b", "Svil")
                      )

# look for canonical markers
DefaultAssay(obj.opossum.glutamatergic) <- "RNA"
Idents(obj.opossum.glutamatergic) <- "SCT_snn_res.0.1"
PlotFeatures(obj.opossum.glutamatergic, canon.markers)
DotPlot(obj.opossum.glutamatergic, features = canon.markers, cols = c("lightgrey", "red"), scale = FALSE) + 
                         theme(axis.text.x = element_text(angle = 90, vjust = 0.25)) + 
                         theme(panel.background = element_rect(fill = "white", color = NA), plot.background = element_rect(fill = "white", color = NA)) + NoLegend()

```


```{r}

obj.opossum.glutamatergic.prefilt <- obj.opossum.glutamatergic
obj.opossum.glutamatergic <- subset(obj.opossum.glutamatergic, idents = c(NA), invert = TRUE)

```


```{r}

obj.opossum.glutamatergic <- ClusterSCT(obj.opossum.glutamatergic, c(0.2, 0.5, 1.5))
PlotClusters(obj.opossum.glutamatergic, group.id = "SCT_snn_res.0.1")

canon.markers <- list(
                    class = c("Slc17a6", "Slc17a7", "Sv2b"),
                    L23 = c("Cux2", "Ccbe1", "Mdga1", "Stard8"),
                    L4 = c("Whrn", "Rorb"),
                    L5IT = c("Bcl11b"),
                    L5NP = c("Nxph1", "Tshz2", "Trhr", "Slc17a8"),
                    L5PT = c("Bcl6", "Erg", "Reln"),
                    L6CT = c("Foxp2", "Syt6"),
                    L6IT = c("Zfp804b", "Cdh9"),
                    L6b = c("Ctgf", "Inpp4b", "Svil")
                      )

# look for canonical markers
DefaultAssay(obj.opossum.glutamatergic) <- "RNA"
Idents(obj.opossum.glutamatergic) <- "SCT_snn_res.0.1"
PlotFeatures(obj.opossum.glutamatergic, canon.markers)
DotPlot(obj.opossum.glutamatergic, features = canon.markers, cols = c("lightgrey", "red"), scale = FALSE) + 
                         theme(axis.text.x = element_text(angle = 90, vjust = 0.25)) + 
                         theme(panel.background = element_rect(fill = "white", color = NA), plot.background = element_rect(fill = "white", color = NA)) + NoLegend()

```


```{r}

PlotClusters(obj.opossum.glutamatergic, group.id = "SCT_snn_res.0.2")

```


```{r}

PlotClusters(obj.opossum.glutamatergic, group.id = "SCT_snn_res.0.5")

```


```{r}

PlotClusters(obj.opossum.glutamatergic, group.id = "SCT_snn_res.1.5")

```


```{r}

clustree(obj.opossum.glutamatergic, prefix = "SCT_snn_res.")

```


```{r}

# identify subclasses at each clustering resolution
# do differential expression for clusters within each subclass
# generate plots of top genes for each

subclass.idx.opossum <- list()

subclass.idx.opossum$SCT_snn_res.0.2$IT_A <- c("1", "2")
subclass.idx.opossum$SCT_snn_res.0.5$IT_A <- c("2", "3", "4", "6", "10")
subclass.idx.opossum$SCT_snn_res.1.5$IT_A <- c("1", "2", "5", "9", "10", "11", "12", "13", "14", "16", "23")

subclass.idx.opossum$SCT_snn_res.0.2$IT_B <- c("4")
subclass.idx.opossum$SCT_snn_res.0.5$IT_B <- c("7", "8")
subclass.idx.opossum$SCT_snn_res.1.5$IT_B <- c("3", "15", "24")

subclass.idx.opossum$SCT_snn_res.0.2$IT_C <- c("5")
subclass.idx.opossum$SCT_snn_res.0.5$IT_C <- c("5")
subclass.idx.opossum$SCT_snn_res.1.5$IT_C <- c("6", "19")

subclass.idx.opossum$SCT_snn_res.0.2$IT_D <- c("7")
subclass.idx.opossum$SCT_snn_res.0.5$IT_D <- c("12")
subclass.idx.opossum$SCT_snn_res.1.5$IT_D <- c("22")

subclass.idx.opossum$SCT_snn_res.0.2$L5PT <- c("6")
subclass.idx.opossum$SCT_snn_res.0.5$L5PT <- c("9")
subclass.idx.opossum$SCT_snn_res.1.5$L5PT <- c("18", "21")

subclass.idx.opossum$SCT_snn_res.0.5$L5NP <- c("11")
subclass.idx.opossum$SCT_snn_res.1.5$L5NP <- c("17")

subclass.idx.opossum$SCT_snn_res.0.2$L6CT <- c("3")
subclass.idx.opossum$SCT_snn_res.0.5$L6CT <- c("1")
subclass.idx.opossum$SCT_snn_res.1.5$L6CT <- c("4", "7", "8", "20")

subclass.idx.opossum$SCT_snn_res.0.5$L6b <- c("13")
subclass.idx.opossum$SCT_snn_res.1.5$L6b <- c("25")

obj.opossum.glutamatergic <- SubclassByIdent(obj.opossum.glutamatergic, subclass.idx.opossum)

```


```{r}

subclass.labels <- c("IT_A", "IT_B", "IT_C", "L5PT", "L6CT")
ident.labels <- c("SCT_snn_res.0.2", "SCT_snn_res.0.5", "SCT_snn_res.1.5")

markers.opossum.glutamatergic <- IdentMarkerDict(obj.opossum.glutamatergic, subclass.labels, ident.labels,
                                        "E:/Transcriptomics_V1/Opossum/seurat/marker_genes/Glutamatergic/markerdict_clusters.rds")
SaveDotPlots(obj.opossum.glutamatergic, markers.opossum.glutamatergic,
             subclass.labels, ident.labels,
             "E:/Transcriptomics_V1/Opossum/seurat/cell_types/Glutamatergic/", "ENSMODG")
SaveFeaturePlots(obj.opossum.glutamatergic, markers.opossum.glutamatergic,
                 subclass.labels, ident.labels,
                 "E:/Transcriptomics_V1/Opossum/seurat/cell_types/Glutamatergic/")

```


```{r}

subclass.labels <- c("IT_A", "IT_B", "IT_C", "IT_D", "L5PT", "L6CT")
ident.labels <- c("SCT_snn_res.0.2", "SCT_snn_res.0.5", "SCT_snn_res.1.5")

for (sbcl in subclass.labels) {
  for (id in ident.labels) {
    p <- PlotIdentGeneCounts(markers.opossum.glutamatergic, sbcl, id)
    p <- p + theme(aspect.ratio = 1) # Make plot square
    print(p)
  }
}

```


```{r}

DefaultAssay(obj.opossum.glutamatergic) <- "SCT"
ident = "SCT_snn_res.2"
gene <- "Pvalb"
DimPlot(obj.opossum.glutamatergic, reduction = "umap", group.by = ident, label = TRUE, raster = FALSE) + NoLegend() + xlim(-18, 18) + ylim(-18, 18) + coord_equal()
FeaturePlot(obj.opossum.glutamatergic, gene, raster = FALSE) + xlim(-18, 18) + ylim(-18, 18) + coord_equal()
VlnPlot(obj.opossum.glutamatergic, gene, group.by = ident)

```


```{r}

# whole-transcriptome cross-validated classification
subclass.labels <- c("IT_A", "IT_B", "IT_C", "IT_D", "L5PT", "L6CT")
ident.labels <- c("SCT_snn_res.0.2", "SCT_snn_res.0.5", "SCT_snn_res.1.5")

SaveIdentConfusionMatrices(obj.opossum.glutamatergic, subclass.labels, ident.labels, 
                      "E:/Transcriptomics_V1/Opossum/seurat/cell_types/Glutamatergic/")

```


```{r}

# label subclasses and types
obj.opossum.glutamatergic$subclass <- NA
obj.opossum.glutamatergic$type <- NA

subclass.resolutions <- rev(list(IT_A = 0.5, IT_B = 0.5, IT_C = 0.5, IT_D = 0.5, L5PT = 1.5, L5NP = 0.5, L6CT = 1.5, L6b = 0.5))
obj.opossum.glutamatergic <- LabelCells(obj.opossum.glutamatergic, subclass.resolutions)

```


```{r}

DimPlot(obj.opossum.glutamatergic, reduction = "umap", group.by = "subclass", label = TRUE, raster = FALSE) + NoLegend() + xlim(-18, 18) + ylim(-18, 18) + coord_equal()
DimPlot(obj.opossum.glutamatergic, reduction = "umap", group.by = "type", label = TRUE, raster = FALSE) + NoLegend() + xlim(-18, 18) + ylim(-18, 18) + coord_equal()

```


```{r}

# Plot relative subclass proportions
Idents(obj.opossum.glutamatergic) <- "subclass"
levels(obj.opossum.glutamatergic) <- c("IT_A", "IT_B", "IT_C", "IT_D", "L5PT", "L5NP", "L6CT", "L6b")

IdentBySample(obj.opossum.glutamatergic, y_limits = c(0, 0.60))

```


```{r}

subclass.labels <- c("IT_A", "IT_B", "IT_C", "L5PT", "L6CT")
ident.labels <- c("type")

subclass.markers.opossum.glutamatergic <- SubclassMarkerDict(obj.opossum.glutamatergic, "subclass",
                                                       "E:/Transcriptomics_V1/Opossum/seurat/marker_genes/Glutamatergic/markerdict_subclass.rds")
markers.opossum.glutamatergic <- IdentMarkerDict(obj.opossum.glutamatergic, subclass.labels, ident.labels,
                                        "E:/Transcriptomics_V1/Opossum/seurat/marker_genes/Glutamatergic/markerdict_types.rds")
SaveDotPlots(obj.opossum.glutamatergic, markers.opossum.glutamatergic,
             subclass.labels, ident.labels,
             "E:/Transcriptomics_V1/Opossum/seurat/cell_types/Glutamatergic/", "ENSMODG")
SaveFeaturePlots(obj.opossum.glutamatergic, markers.opossum.glutamatergic,
                 subclass.labels, ident.labels,
                 "E:/Transcriptomics_V1/Opossum/seurat/cell_types/Glutamatergic/")

PlotSubclassGeneCounts(subclass.markers.opossum.glutamatergic, "subclass", 
                       c("IT_A", "IT_B", "IT_C", "IT_D", "L5PT", "L5NP", "L6CT", "L6b")) + theme(aspect.ratio = 1)
for (sbcl in subclass.labels) {
  for (id in ident.labels) {
    p <- PlotIdentGeneCounts(markers.opossum.glutamatergic, sbcl, id)
    p <- p + theme(aspect.ratio = 1) # Make plot square
    print(p)
  }
}

SaveSubclassConfusionMatrices(obj.opossum.glutamatergic, "subclass",
                              c("IT_A", "IT_B", "IT_C", "IT_D", "L5PT", "L5NP", "L6CT", "L6b"),
                              "E:/Transcriptomics_V1/Opossum/seurat/cell_types/Glutamatergic/")
SaveIdentConfusionMatrices(obj.opossum.glutamatergic, subclass.labels, ident.labels,
                           "E:/Transcriptomics_V1/Opossum/seurat/cell_types/Glutamatergic/")

```


```{r}

saveRDS(obj.opossum.glutamatergic, "E:/Transcriptomics_V1/Opossum/seurat/opossum_v1_glutamatergic_processed.rds")

```

